{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ee750d38",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "from networkx.algorithms import bipartite\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import json\n",
    "from collections import Counter\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9cfaae31",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>characterID</th>\n",
       "      <th>characterLabel</th>\n",
       "      <th>characterURL</th>\n",
       "      <th>en</th>\n",
       "      <th>aa</th>\n",
       "      <th>ab</th>\n",
       "      <th>ace</th>\n",
       "      <th>ady</th>\n",
       "      <th>af</th>\n",
       "      <th>ak</th>\n",
       "      <th>...</th>\n",
       "      <th>xmf</th>\n",
       "      <th>yi</th>\n",
       "      <th>yo</th>\n",
       "      <th>za</th>\n",
       "      <th>zea</th>\n",
       "      <th>zh-classical</th>\n",
       "      <th>zh-min-nan</th>\n",
       "      <th>zh-yue</th>\n",
       "      <th>zh</th>\n",
       "      <th>zu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q6668</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Longstocking</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E9%95%BF%E8%A2%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q60702</td>\n",
       "      <td>Eragon</td>\n",
       "      <td>http://www.wikidata.org/entity/Q60702</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Eragon_(character)</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q60685</td>\n",
       "      <td>Paige Matthews</td>\n",
       "      <td>http://www.wikidata.org/entity/Q60685</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Paige_Matthews</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q55191</td>\n",
       "      <td>Katherine Pulaski</td>\n",
       "      <td>http://www.wikidata.org/entity/Q55191</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Katherine_Pulaski</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Q52310</td>\n",
       "      <td>Wedge Antilles</td>\n",
       "      <td>http://www.wikidata.org/entity/Q52310</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Wedge_Antilles</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 324 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  characterID      characterLabel                           characterURL  \\\n",
       "0       Q6668  Pippi Longstocking   http://www.wikidata.org/entity/Q6668   \n",
       "1      Q60702              Eragon  http://www.wikidata.org/entity/Q60702   \n",
       "2      Q60685      Paige Matthews  http://www.wikidata.org/entity/Q60685   \n",
       "3      Q55191   Katherine Pulaski  http://www.wikidata.org/entity/Q55191   \n",
       "4      Q52310      Wedge Antilles  http://www.wikidata.org/entity/Q52310   \n",
       "\n",
       "                                                 en    aa    ab   ace   ady  \\\n",
       "0  https://en.wikipedia.org/wiki/Pippi_Longstocking  none  none  none  none   \n",
       "1  https://en.wikipedia.org/wiki/Eragon_(character)  none  none  none  none   \n",
       "2      https://en.wikipedia.org/wiki/Paige_Matthews  none  none  none  none   \n",
       "3   https://en.wikipedia.org/wiki/Katherine_Pulaski  none  none  none  none   \n",
       "4      https://en.wikipedia.org/wiki/Wedge_Antilles  none  none  none  none   \n",
       "\n",
       "     af    ak  ...   xmf    yi    yo    za   zea zh-classical zh-min-nan  \\\n",
       "0  none  none  ...  none  none  none  none  none         none       none   \n",
       "1  none  none  ...  none  none  none  none  none         none       none   \n",
       "2  none  none  ...  none  none  none  none  none         none       none   \n",
       "3  none  none  ...  none  none  none  none  none         none       none   \n",
       "4  none  none  ...  none  none  none  none  none         none       none   \n",
       "\n",
       "  zh-yue                                                 zh    zu  \n",
       "0   none  https://zh.wikipedia.org/wiki/%E9%95%BF%E8%A2%...  none  \n",
       "1   none                                               none  none  \n",
       "2   none                                               none  none  \n",
       "3   none                                               none  none  \n",
       "4   none                                               none  none  \n",
       "\n",
       "[5 rows x 324 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figdf = pd.read_csv(\"../data/raw/wikidata/figures.csv\")\n",
    "figdf = figdf.rename(columns={\"litFig\":\"characterURL\",\"litFigLabel\":\"characterLabel\",\"article_en\":\"en\"})\n",
    "figdf[\"characterID\"] = figdf[\"characterURL\"].apply(lambda x: x.split(\"/\")[-1])\n",
    "figdf = figdf[['characterID'] + list(figdf.columns[:-1])]\n",
    "figdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "568853ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>characterID</th>\n",
       "      <th>characterLabel</th>\n",
       "      <th>characterURL</th>\n",
       "      <th>genderLabel</th>\n",
       "      <th>creatorLabel</th>\n",
       "      <th>creator</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q783947</td>\n",
       "      <td>Humpty Dumpty</td>\n",
       "      <td>http://www.wikidata.org/entity/Q783947</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q784208</td>\n",
       "      <td>Kalev</td>\n",
       "      <td>http://www.wikidata.org/entity/Q784208</td>\n",
       "      <td>male</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q786846</td>\n",
       "      <td>Kurt Wallander</td>\n",
       "      <td>http://www.wikidata.org/entity/Q786846</td>\n",
       "      <td>male</td>\n",
       "      <td>Henning Mankell</td>\n",
       "      <td>http://www.wikidata.org/entity/Q193346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q794335</td>\n",
       "      <td>Beverly Crusher</td>\n",
       "      <td>http://www.wikidata.org/entity/Q794335</td>\n",
       "      <td>female</td>\n",
       "      <td>Gene Roddenberry</td>\n",
       "      <td>http://www.wikidata.org/entity/Q191716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Q794928</td>\n",
       "      <td>Aṣu-šu-namir</td>\n",
       "      <td>http://www.wikidata.org/entity/Q794928</td>\n",
       "      <td>intersex</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  characterID   characterLabel                            characterURL  \\\n",
       "0     Q783947    Humpty Dumpty  http://www.wikidata.org/entity/Q783947   \n",
       "1     Q784208            Kalev  http://www.wikidata.org/entity/Q784208   \n",
       "2     Q786846   Kurt Wallander  http://www.wikidata.org/entity/Q786846   \n",
       "3     Q794335  Beverly Crusher  http://www.wikidata.org/entity/Q794335   \n",
       "4     Q794928     Aṣu-šu-namir  http://www.wikidata.org/entity/Q794928   \n",
       "\n",
       "  genderLabel      creatorLabel                                 creator  \n",
       "0         NaN               NaN                                     NaN  \n",
       "1        male               NaN                                     NaN  \n",
       "2        male   Henning Mankell  http://www.wikidata.org/entity/Q193346  \n",
       "3      female  Gene Roddenberry  http://www.wikidata.org/entity/Q191716  \n",
       "4    intersex               NaN                                     NaN  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figgendf = pd.read_csv(\"../data/raw/wikidata/figures-gender.csv\")\n",
    "figgendf = figgendf.rename(columns={\"literarische_Figur\":\"characterURL\",\"literarische_FigurLabel\":\"characterLabel\",\"article_en\":\"en\"})\n",
    "figgendf[\"characterID\"] = figgendf[\"characterURL\"].apply(lambda x: x.split(\"/\")[-1])\n",
    "figgendf = figgendf[['characterID'] + list(figgendf.columns[:-1])]\n",
    "figgendf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "20d8cf9d",
   "metadata": {},
   "outputs": [
    {
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       "      <th>zu</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q338305</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>http://www.wikidata.org/entity/Q338305</td>\n",
       "      <td>Pippi Goes on Board</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q393142</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>http://www.wikidata.org/entity/Q393142</td>\n",
       "      <td>Pippi Goes on Board</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q653789</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>http://www.wikidata.org/entity/Q653789</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Longstocki...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q938003</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>http://www.wikidata.org/entity/Q938003</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Longstocki...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Q941053</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>http://www.wikidata.org/entity/Q941053</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Longstocki...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 327 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    workID characterID                          characterURL  \\\n",
       "0  Q338305       Q6668  http://www.wikidata.org/entity/Q6668   \n",
       "1  Q393142       Q6668  http://www.wikidata.org/entity/Q6668   \n",
       "2  Q653789       Q6668  http://www.wikidata.org/entity/Q6668   \n",
       "3  Q938003       Q6668  http://www.wikidata.org/entity/Q6668   \n",
       "4  Q941053       Q6668  http://www.wikidata.org/entity/Q6668   \n",
       "\n",
       "       characterLabel                                    work  \\\n",
       "0  Pippi Longstocking  http://www.wikidata.org/entity/Q338305   \n",
       "1  Pippi Longstocking  http://www.wikidata.org/entity/Q393142   \n",
       "2  Pippi Longstocking  http://www.wikidata.org/entity/Q653789   \n",
       "3  Pippi Longstocking  http://www.wikidata.org/entity/Q938003   \n",
       "4  Pippi Longstocking  http://www.wikidata.org/entity/Q941053   \n",
       "\n",
       "             workLabel                                                 en  \\\n",
       "0  Pippi Goes on Board  https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...   \n",
       "1  Pippi Goes on Board  https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...   \n",
       "2   Pippi Longstocking  https://en.wikipedia.org/wiki/Pippi_Longstocki...   \n",
       "3   Pippi Longstocking  https://en.wikipedia.org/wiki/Pippi_Longstocki...   \n",
       "4   Pippi Longstocking  https://en.wikipedia.org/wiki/Pippi_Longstocki...   \n",
       "\n",
       "     aa    ab   ace  ...   xmf    yi    yo    za   zea zh-classical  \\\n",
       "0  none  none  none  ...  none  none  none  none  none         none   \n",
       "1  none  none  none  ...  none  none  none  none  none         none   \n",
       "2  none  none  none  ...  none  none  none  none  none         none   \n",
       "3  none  none  none  ...  none  none  none  none  none         none   \n",
       "4  none  none  none  ...  none  none  none  none  none         none   \n",
       "\n",
       "  zh-min-nan zh-yue    zh    zu  \n",
       "0       none   none  none  none  \n",
       "1       none   none  none  none  \n",
       "2       none   none  none  none  \n",
       "3       none   none  none  none  \n",
       "4       none   none  none  none  \n",
       "\n",
       "[5 rows x 327 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workdf = pd.read_csv(\"../data/raw/wikidata/works-new-limited.csv\")\n",
    "workdf = workdf.rename(columns={\"character\":\"characterURL\",\"article_en\":\"en\"})\n",
    "workdf[\"characterID\"] = workdf[\"characterURL\"].apply(lambda x: x.split(\"/\")[-1])\n",
    "workdf[\"workID\"] = workdf[\"work\"].apply(lambda x: x.split(\"/\")[-1])\n",
    "workdf = workdf[['workID','characterID'] + list(workdf.columns[:-2])]\n",
    "workdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "87bbb3fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>workID</th>\n",
       "      <th>characterID</th>\n",
       "      <th>characterURL</th>\n",
       "      <th>characterLabel</th>\n",
       "      <th>work</th>\n",
       "      <th>workLabel</th>\n",
       "      <th>en</th>\n",
       "      <th>aa</th>\n",
       "      <th>ab</th>\n",
       "      <th>ace</th>\n",
       "      <th>...</th>\n",
       "      <th>xmf</th>\n",
       "      <th>yi</th>\n",
       "      <th>yo</th>\n",
       "      <th>za</th>\n",
       "      <th>zea</th>\n",
       "      <th>zh-classical</th>\n",
       "      <th>zh-min-nan</th>\n",
       "      <th>zh-yue</th>\n",
       "      <th>zh</th>\n",
       "      <th>zu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q393142</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Langstrumpf</td>\n",
       "      <td>http://www.wikidata.org/entity/Q393142</td>\n",
       "      <td>Pippi Langstrumpf geht an Bord</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q2446285</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Langstrumpf</td>\n",
       "      <td>http://www.wikidata.org/entity/Q2446285</td>\n",
       "      <td>Pippi Langstrumpf</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Longstocki...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q2971575</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Langstrumpf</td>\n",
       "      <td>http://www.wikidata.org/entity/Q2971575</td>\n",
       "      <td>Pippi Langstrumpf</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Longstocki...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q10632121</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Langstrumpf</td>\n",
       "      <td>http://www.wikidata.org/entity/Q10632121</td>\n",
       "      <td>Pippi in Taka-Tuka-Land</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_in_the_Sou...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Q308982</td>\n",
       "      <td>Q60702</td>\n",
       "      <td>http://www.wikidata.org/entity/Q60702</td>\n",
       "      <td>Eragon</td>\n",
       "      <td>http://www.wikidata.org/entity/Q308982</td>\n",
       "      <td>Eragon - Der Auftrag des Ältesten</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Eldest</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E9%95%BF%E8%80%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 327 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      workID characterID                           characterURL  \\\n",
       "0    Q393142       Q6668   http://www.wikidata.org/entity/Q6668   \n",
       "1   Q2446285       Q6668   http://www.wikidata.org/entity/Q6668   \n",
       "2   Q2971575       Q6668   http://www.wikidata.org/entity/Q6668   \n",
       "3  Q10632121       Q6668   http://www.wikidata.org/entity/Q6668   \n",
       "4    Q308982      Q60702  http://www.wikidata.org/entity/Q60702   \n",
       "\n",
       "      characterLabel                                      work  \\\n",
       "0  Pippi Langstrumpf    http://www.wikidata.org/entity/Q393142   \n",
       "1  Pippi Langstrumpf   http://www.wikidata.org/entity/Q2446285   \n",
       "2  Pippi Langstrumpf   http://www.wikidata.org/entity/Q2971575   \n",
       "3  Pippi Langstrumpf  http://www.wikidata.org/entity/Q10632121   \n",
       "4             Eragon    http://www.wikidata.org/entity/Q308982   \n",
       "\n",
       "                           workLabel  \\\n",
       "0     Pippi Langstrumpf geht an Bord   \n",
       "1                  Pippi Langstrumpf   \n",
       "2                  Pippi Langstrumpf   \n",
       "3            Pippi in Taka-Tuka-Land   \n",
       "4  Eragon - Der Auftrag des Ältesten   \n",
       "\n",
       "                                                  en    aa    ab   ace  ...  \\\n",
       "0  https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...  none  none  none  ...   \n",
       "1  https://en.wikipedia.org/wiki/Pippi_Longstocki...  none  none  none  ...   \n",
       "2  https://en.wikipedia.org/wiki/Pippi_Longstocki...  none  none  none  ...   \n",
       "3  https://en.wikipedia.org/wiki/Pippi_in_the_Sou...  none  none  none  ...   \n",
       "4               https://en.wikipedia.org/wiki/Eldest  none  none  none  ...   \n",
       "\n",
       "    xmf    yi    yo    za   zea zh-classical zh-min-nan zh-yue  \\\n",
       "0  none  none  none  none  none         none       none   none   \n",
       "1  none  none  none  none  none         none       none   none   \n",
       "2  none  none  none  none  none         none       none   none   \n",
       "3  none  none  none  none  none         none       none   none   \n",
       "4  none  none  none  none  none         none       none   none   \n",
       "\n",
       "                                                  zh    zu  \n",
       "0                                               none  none  \n",
       "1                                               none  none  \n",
       "2                                               none  none  \n",
       "3                                               none  none  \n",
       "4  https://zh.wikipedia.org/wiki/%E9%95%BF%E8%80%...  none  \n",
       "\n",
       "[5 rows x 327 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workindf = pd.read_csv(\"../data/raw/wikidata/works-inverse-limited.csv\")\n",
    "workindf = workindf.rename(columns={\"character\":\"characterURL\",\"article\":\"en\"})\n",
    "workindf[\"characterID\"] = workindf[\"characterURL\"].apply(lambda x: x.split(\"/\")[-1])\n",
    "workindf[\"workID\"] = workindf[\"work\"].apply(lambda x: x.split(\"/\")[-1])\n",
    "workindf = workindf[['workID','characterID'] + list(workindf.columns[:-2])]\n",
    "workindf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "7e188ec0",
   "metadata": {},
   "outputs": [],
   "source": [
    "wcl = zip(workdf.characterID,workdf.workID)\n",
    "w2df = workindf[[(row.characterID,row.workID) not in wcl for ix,row in workindf.iterrows()]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "24dab203",
   "metadata": {},
   "outputs": [],
   "source": [
    "workdf = pd.concat([workdf,w2df])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f99b74ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "41202"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(workdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "83da2d2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6438"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(workdf.characterID))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f7bce189",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7288"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(workdf.workID))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2886ee5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'none'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figdf.iloc[0][4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c917bfdc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "5034370b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en               https://en.wikipedia.org/wiki/Pippi_Longstocking\n",
       "aa                                                           none\n",
       "ab                                                           none\n",
       "ace                                                          none\n",
       "ady                                                          none\n",
       "                                      ...                        \n",
       "zh-classical                                                 none\n",
       "zh-min-nan                                                   none\n",
       "zh-yue                                                       none\n",
       "zh              https://zh.wikipedia.org/wiki/%E9%95%BF%E8%A2%...\n",
       "zu                                                           none\n",
       "Name: 0, Length: 321, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figdf.iloc[0][3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "0d3c4d3e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/jw/6m8f748d0_59ckhj85g69cb40000gn/T/ipykernel_49111/2404850156.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  figpropdf[\"n_wiki\"] = figdf.apply(lambda x: len([l for l in x[3:] if l != \"none\"]),axis=1)\n",
      "/var/folders/jw/6m8f748d0_59ckhj85g69cb40000gn/T/ipykernel_49111/2404850156.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  figpropdf[\"wikis\"] = figdf.apply(lambda x: \"-\".join([figdf.columns[3+i] for i in range(len(x[3:])) if x[3+i] != \"none\"]),axis=1)\n"
     ]
    }
   ],
   "source": [
    "figdf = figdf.fillna(\"none\")\n",
    "figpropdf = figdf[[\"characterID\",\"characterLabel\",\"characterURL\"]]\n",
    "figpropdf[\"n_wiki\"] = figdf.apply(lambda x: len([l for l in x[3:] if l != \"none\"]),axis=1)\n",
    "figpropdf[\"wikis\"] = figdf.apply(lambda x: \"-\".join([figdf.columns[3+i] for i in range(len(x[3:])) if x[3+i] != \"none\"]),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "29e161d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "TOTAL_WIKI = len(figdf.columns[3:])\n",
    "TOTAL_CHARACTERS = len(figdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f93e87a5",
   "metadata": {},
   "outputs": [],
   "source": [
    "figpropdf = figpropdf.sort_values(['n_wiki'],ascending=False).reset_index(drop=True)\n",
    "figpropdf['prop_wiki'] = figpropdf['n_wiki']/TOTAL_WIKI"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ac2049fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='rank', ylabel='n_wiki'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "figpropdf[\"rank\"] = list(figpropdf.index)\n",
    "figpropdf.plot.scatter(x=\"rank\", y=\"n_wiki\", alpha=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61f6b64f",
   "metadata": {},
   "source": [
    "- maybe add gender by color?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "511feea3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('fr-pt', 76),\n",
       " ('en-it', 55),\n",
       " ('en-fr', 40),\n",
       " ('en-zh', 30),\n",
       " ('es-nl', 24),\n",
       " ('fr-it', 23),\n",
       " ('en-es', 21),\n",
       " ('ja-zh', 21),\n",
       " ('en-pl', 19),\n",
       " ('nl-pl', 16),\n",
       " ('it-nl', 15),\n",
       " ('vi-zh', 14),\n",
       " ('ru-uk', 13),\n",
       " ('en-de', 13),\n",
       " ('en-pt', 12),\n",
       " ('es-it', 12),\n",
       " ('en-ja', 11),\n",
       " ('en-ru', 11),\n",
       " ('it-pl', 10),\n",
       " ('en-sv', 8),\n",
       " ('es-fr', 8),\n",
       " ('it-la', 7),\n",
       " ('da-it', 7),\n",
       " ('cs-pl', 6),\n",
       " ('fr-ru', 6),\n",
       " ('en-nl', 6),\n",
       " ('pl-ru', 5),\n",
       " ('ca-es', 5),\n",
       " ('en-cs', 5),\n",
       " ('en-ar', 5)]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(figpropdf[figpropdf.n_wiki == 2][\"wikis\"]).most_common(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dc0ec8fd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "103842e2",
   "metadata": {},
   "outputs": [],
   "source": [
    "figpropdf[figpropdf.wikis == \"fr-it\"].to_csv(\"figures-fr-it.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "f4113c46",
   "metadata": {},
   "outputs": [],
   "source": [
    "figpropdf[figpropdf.wikis == \"it-nl\"].to_csv(\"figures-it-nl.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "fc5ebb4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "figpropdf[figpropdf.wikis == \"fr-pt\"].to_csv(\"figures-fr-pt.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "9159e5cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "figpropdf[figpropdf.wikis == \"es-nl\"].to_csv(\"figures-es-nl.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "7921fae9",
   "metadata": {},
   "outputs": [],
   "source": [
    "figpropdf[figpropdf.wikis == \"ca-fr-ru\"].to_csv(\"figures-ca-fr-ru.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "598b0680",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>characterID</th>\n",
       "      <th>characterLabel</th>\n",
       "      <th>characterURL</th>\n",
       "      <th>n_wiki</th>\n",
       "      <th>wikis</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3194</th>\n",
       "      <td>Q3336121</td>\n",
       "      <td>Narrator</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3336121</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3244</th>\n",
       "      <td>Q3294783</td>\n",
       "      <td>Marquis de Norpois</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3294783</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3272</th>\n",
       "      <td>Q3275366</td>\n",
       "      <td>Madame de Villeparisis</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3275366</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3275</th>\n",
       "      <td>Q3275336</td>\n",
       "      <td>Mme Verdurin</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3275336</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3348</th>\n",
       "      <td>Q3190116</td>\n",
       "      <td>Jupien</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3190116</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3416</th>\n",
       "      <td>Q3105925</td>\n",
       "      <td>Gilberte Swann</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3105925</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3441</th>\n",
       "      <td>Q3086381</td>\n",
       "      <td>Françoise</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3086381</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3477</th>\n",
       "      <td>Q3051772</td>\n",
       "      <td>Elstir</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3051772</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3493</th>\n",
       "      <td>Q3033492</td>\n",
       "      <td>Docteur Cottard</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3033492</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3599</th>\n",
       "      <td>Q2959854</td>\n",
       "      <td>Charles Morel</td>\n",
       "      <td>http://www.wikidata.org/entity/Q2959854</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3656</th>\n",
       "      <td>Q2897129</td>\n",
       "      <td>Bergotte</td>\n",
       "      <td>http://www.wikidata.org/entity/Q2897129</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3668</th>\n",
       "      <td>Q2891227</td>\n",
       "      <td>Bathilde Amédée</td>\n",
       "      <td>http://www.wikidata.org/entity/Q2891227</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3852</th>\n",
       "      <td>Q2830969</td>\n",
       "      <td>Albert Bloch</td>\n",
       "      <td>http://www.wikidata.org/entity/Q2830969</td>\n",
       "      <td>3</td>\n",
       "      <td>ca-fr-ru</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     characterID          characterLabel  \\\n",
       "3194    Q3336121                Narrator   \n",
       "3244    Q3294783      Marquis de Norpois   \n",
       "3272    Q3275366  Madame de Villeparisis   \n",
       "3275    Q3275336            Mme Verdurin   \n",
       "3348    Q3190116                  Jupien   \n",
       "3416    Q3105925          Gilberte Swann   \n",
       "3441    Q3086381               Françoise   \n",
       "3477    Q3051772                  Elstir   \n",
       "3493    Q3033492         Docteur Cottard   \n",
       "3599    Q2959854           Charles Morel   \n",
       "3656    Q2897129                Bergotte   \n",
       "3668    Q2891227         Bathilde Amédée   \n",
       "3852    Q2830969            Albert Bloch   \n",
       "\n",
       "                                 characterURL  n_wiki     wikis  \n",
       "3194  http://www.wikidata.org/entity/Q3336121       3  ca-fr-ru  \n",
       "3244  http://www.wikidata.org/entity/Q3294783       3  ca-fr-ru  \n",
       "3272  http://www.wikidata.org/entity/Q3275366       3  ca-fr-ru  \n",
       "3275  http://www.wikidata.org/entity/Q3275336       3  ca-fr-ru  \n",
       "3348  http://www.wikidata.org/entity/Q3190116       3  ca-fr-ru  \n",
       "3416  http://www.wikidata.org/entity/Q3105925       3  ca-fr-ru  \n",
       "3441  http://www.wikidata.org/entity/Q3086381       3  ca-fr-ru  \n",
       "3477  http://www.wikidata.org/entity/Q3051772       3  ca-fr-ru  \n",
       "3493  http://www.wikidata.org/entity/Q3033492       3  ca-fr-ru  \n",
       "3599  http://www.wikidata.org/entity/Q2959854       3  ca-fr-ru  \n",
       "3656  http://www.wikidata.org/entity/Q2897129       3  ca-fr-ru  \n",
       "3668  http://www.wikidata.org/entity/Q2891227       3  ca-fr-ru  \n",
       "3852  http://www.wikidata.org/entity/Q2830969       3  ca-fr-ru  "
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figpropdf[figpropdf.wikis == \"ca-fr-ru\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e5acb35",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ed60da9c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "388d4e47",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "439f070d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "210fa3c2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c4c9d388",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "0fb63a33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5693    https://fr.wikipedia.org/wiki/Barbet_(Balzac)\n",
       "Name: fr, dtype: object"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figdf[figdf.characterLabel == \"Barbet\"][\"fr\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2948e9ea",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "358eb2cb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "551cab2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4272    https://nl.wikipedia.org/wiki/Mercedes_Herrera\n",
       "Name: nl, dtype: object"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figdf[figdf.characterLabel == \"Mercedes Herrera\"][\"nl\"]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d8083170",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "17c20b83",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9819ce2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72b40847",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "88871560",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "64594882",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d05f43d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10366ea2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "497f1492",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "fb3c1d7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "figpropdf.to_csv(\"figures_with_wikis.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38a573a0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3f701614",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "59e5c6ca",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2a5e71a0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "248b1b0a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "086383f4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "33dacfb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       321\n",
       "1       321\n",
       "2       321\n",
       "3       321\n",
       "4       321\n",
       "       ... \n",
       "7038    321\n",
       "7039    321\n",
       "7040    321\n",
       "7041    321\n",
       "7042    321\n",
       "Length: 7043, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#figdf.apply(lambda x: [figdf.columns[3+i] for i in range(len(x[3:])) if row[3+i] != \"none\"],axis=1)\n",
    "#figdf.apply(lambda x: [i for i in range(len(x[3:])) if row[3+i] != \"none\"],axis=1)\n",
    "figdf.apply(lambda x: len(x[3:]),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3688e310",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f27e9a60",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "wikidf = figdf[figdf.columns[3:]].transpose()\n",
    "wikidf[\"wiki\"] = list(wikidf.index)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "064d9941",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>7034</th>\n",
       "      <th>7035</th>\n",
       "      <th>7036</th>\n",
       "      <th>7037</th>\n",
       "      <th>7038</th>\n",
       "      <th>7039</th>\n",
       "      <th>7040</th>\n",
       "      <th>7041</th>\n",
       "      <th>7042</th>\n",
       "      <th>wiki</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>en</th>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Longstocking</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Eragon_(character)</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Paige_Matthews</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Katherine_Pulaski</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Wedge_Antilles</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Grand_Admiral_Th...</td>\n",
       "      <td>none</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Mara_Jade</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Revan</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Gena_the_Crocodile</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Peter_Pettigrew_...</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aa</th>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>aa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ab</th>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>ab</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ace</th>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>ace</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ady</th>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>ady</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zh-classical</th>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>zh-classical</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zh-min-nan</th>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>zh-min-nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zh-yue</th>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>zh-yue</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zh</th>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E9%95%BF%E8%A2%...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E7%B4%A2%E9%9A%...</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E7%91%AA%E6%8B%...</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E7%91%9E%E6%96%87</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E5%BD%BC%E5%BE%...</td>\n",
       "      <td>zh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>zu</th>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>zu</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>321 rows × 7044 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                              0  \\\n",
       "en             https://en.wikipedia.org/wiki/Pippi_Longstocking   \n",
       "aa                                                         none   \n",
       "ab                                                         none   \n",
       "ace                                                        none   \n",
       "ady                                                        none   \n",
       "...                                                         ...   \n",
       "zh-classical                                               none   \n",
       "zh-min-nan                                                 none   \n",
       "zh-yue                                                     none   \n",
       "zh            https://zh.wikipedia.org/wiki/%E9%95%BF%E8%A2%...   \n",
       "zu                                                         none   \n",
       "\n",
       "                                                             1  \\\n",
       "en            https://en.wikipedia.org/wiki/Eragon_(character)   \n",
       "aa                                                        none   \n",
       "ab                                                        none   \n",
       "ace                                                       none   \n",
       "ady                                                       none   \n",
       "...                                                        ...   \n",
       "zh-classical                                              none   \n",
       "zh-min-nan                                                none   \n",
       "zh-yue                                                    none   \n",
       "zh                                                        none   \n",
       "zu                                                        none   \n",
       "\n",
       "                                                         2  \\\n",
       "en            https://en.wikipedia.org/wiki/Paige_Matthews   \n",
       "aa                                                    none   \n",
       "ab                                                    none   \n",
       "ace                                                   none   \n",
       "ady                                                   none   \n",
       "...                                                    ...   \n",
       "zh-classical                                          none   \n",
       "zh-min-nan                                            none   \n",
       "zh-yue                                                none   \n",
       "zh                                                    none   \n",
       "zu                                                    none   \n",
       "\n",
       "                                                            3  \\\n",
       "en            https://en.wikipedia.org/wiki/Katherine_Pulaski   \n",
       "aa                                                       none   \n",
       "ab                                                       none   \n",
       "ace                                                      none   \n",
       "ady                                                      none   \n",
       "...                                                       ...   \n",
       "zh-classical                                             none   \n",
       "zh-min-nan                                               none   \n",
       "zh-yue                                                   none   \n",
       "zh                                                       none   \n",
       "zu                                                       none   \n",
       "\n",
       "                                                         4  \\\n",
       "en            https://en.wikipedia.org/wiki/Wedge_Antilles   \n",
       "aa                                                    none   \n",
       "ab                                                    none   \n",
       "ace                                                   none   \n",
       "ady                                                   none   \n",
       "...                                                    ...   \n",
       "zh-classical                                          none   \n",
       "zh-min-nan                                            none   \n",
       "zh-yue                                                none   \n",
       "zh                                                    none   \n",
       "zu                                                    none   \n",
       "\n",
       "                                                              5     6  \\\n",
       "en            https://en.wikipedia.org/wiki/Grand_Admiral_Th...  none   \n",
       "aa                                                         none  none   \n",
       "ab                                                         none  none   \n",
       "ace                                                        none  none   \n",
       "ady                                                        none  none   \n",
       "...                                                         ...   ...   \n",
       "zh-classical                                               none  none   \n",
       "zh-min-nan                                                 none  none   \n",
       "zh-yue                                                     none  none   \n",
       "zh            https://zh.wikipedia.org/wiki/%E7%B4%A2%E9%9A%...  none   \n",
       "zu                                                         none  none   \n",
       "\n",
       "                                                              7  \\\n",
       "en                      https://en.wikipedia.org/wiki/Mara_Jade   \n",
       "aa                                                         none   \n",
       "ab                                                         none   \n",
       "ace                                                        none   \n",
       "ady                                                        none   \n",
       "...                                                         ...   \n",
       "zh-classical                                               none   \n",
       "zh-min-nan                                                 none   \n",
       "zh-yue                                                     none   \n",
       "zh            https://zh.wikipedia.org/wiki/%E7%91%AA%E6%8B%...   \n",
       "zu                                                         none   \n",
       "\n",
       "                                                             8  \\\n",
       "en                         https://en.wikipedia.org/wiki/Revan   \n",
       "aa                                                        none   \n",
       "ab                                                        none   \n",
       "ace                                                       none   \n",
       "ady                                                       none   \n",
       "...                                                        ...   \n",
       "zh-classical                                              none   \n",
       "zh-min-nan                                                none   \n",
       "zh-yue                                                    none   \n",
       "zh            https://zh.wikipedia.org/wiki/%E7%91%9E%E6%96%87   \n",
       "zu                                                        none   \n",
       "\n",
       "                                                             9  ...  7034  \\\n",
       "en            https://en.wikipedia.org/wiki/Gena_the_Crocodile  ...  none   \n",
       "aa                                                        none  ...  none   \n",
       "ab                                                        none  ...  none   \n",
       "ace                                                       none  ...  none   \n",
       "ady                                                       none  ...  none   \n",
       "...                                                        ...  ...   ...   \n",
       "zh-classical                                              none  ...  none   \n",
       "zh-min-nan                                                none  ...  none   \n",
       "zh-yue                                                    none  ...  none   \n",
       "zh                                                        none  ...  none   \n",
       "zu                                                        none  ...  none   \n",
       "\n",
       "              7035  7036  7037  7038  7039  7040  7041  \\\n",
       "en            none  none  none  none  none  none  none   \n",
       "aa            none  none  none  none  none  none  none   \n",
       "ab            none  none  none  none  none  none  none   \n",
       "ace           none  none  none  none  none  none  none   \n",
       "ady           none  none  none  none  none  none  none   \n",
       "...            ...   ...   ...   ...   ...   ...   ...   \n",
       "zh-classical  none  none  none  none  none  none  none   \n",
       "zh-min-nan    none  none  none  none  none  none  none   \n",
       "zh-yue        none  none  none  none  none  none  none   \n",
       "zh            none  none  none  none  none  none  none   \n",
       "zu            none  none  none  none  none  none  none   \n",
       "\n",
       "                                                           7042          wiki  \n",
       "en            https://en.wikipedia.org/wiki/Peter_Pettigrew_...            en  \n",
       "aa                                                         none            aa  \n",
       "ab                                                         none            ab  \n",
       "ace                                                        none           ace  \n",
       "ady                                                        none           ady  \n",
       "...                                                         ...           ...  \n",
       "zh-classical                                               none  zh-classical  \n",
       "zh-min-nan                                                 none    zh-min-nan  \n",
       "zh-yue                                                     none        zh-yue  \n",
       "zh            https://zh.wikipedia.org/wiki/%E5%BD%BC%E5%BE%...            zh  \n",
       "zu                                                         none            zu  \n",
       "\n",
       "[321 rows x 7044 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikidf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b362b10",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b0ae61c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_character</th>\n",
       "      <th>wiki</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1902</td>\n",
       "      <td>en</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>it</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1255</td>\n",
       "      <td>fr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>984</td>\n",
       "      <td>es</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>866</td>\n",
       "      <td>zh</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>1</td>\n",
       "      <td>krc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>1</td>\n",
       "      <td>ks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>1</td>\n",
       "      <td>kv</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>1</td>\n",
       "      <td>kw</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>1</td>\n",
       "      <td>zu</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>321 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     n_character wiki\n",
       "0           1902   en\n",
       "1           1462   it\n",
       "2           1255   fr\n",
       "3            984   es\n",
       "4            866   zh\n",
       "..           ...  ...\n",
       "316            1  krc\n",
       "317            1   ks\n",
       "318            1   kv\n",
       "319            1   kw\n",
       "320            1   zu\n",
       "\n",
       "[321 rows x 2 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikiprodf = pd.DataFrame(wikidf.apply(lambda x: len([l for l in x if l != \"none\"]),axis=1))\n",
    "wikiprodf = wikiprodf.rename(columns={0:\"n_character\"})\n",
    "wikiprodf[\"wiki\"] = list(wikiprodf.index)\n",
    "wikiprodf = wikiprodf.sort_values(['n_character'],ascending=False).reset_index(drop=True)\n",
    "wikiprodf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5cc73028",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='wiki', ylabel='n_character'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wikiprodf.plot.scatter(x=\"wiki\", y=\"n_character\", alpha=0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f0ef70fa",
   "metadata": {},
   "outputs": [],
   "source": [
    "char2lang = {}\n",
    "for ix,row in figdf.iterrows():\n",
    "    #print(row[\"characterID\"])\n",
    "    char2lang[row[\"characterID\"]] = [figdf.columns[3+i] for i in range(len(row[3:])) if row[3+i] != \"none\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ecb6113e",
   "metadata": {},
   "outputs": [],
   "source": [
    "lang2char = {figdf.columns[i]:[] for i in range(3,len(figdf.columns))}\n",
    "for char in char2lang:\n",
    "    for lang in char2lang[char]:\n",
    "        lang2char[lang].append(char)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "26612887",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'en': ['Q6668',\n",
       "  'Q60702',\n",
       "  'Q60685',\n",
       "  'Q55191',\n",
       "  'Q52310',\n",
       "  'Q51780',\n",
       "  'Q51748',\n",
       "  'Q51745',\n",
       "  'Q49352',\n",
       "  'Q48853',\n",
       "  'Q48479',\n",
       "  'Q4653',\n",
       "  'Q46476',\n",
       "  'Q46302',\n",
       "  'Q44681',\n",
       "  'Q23031',\n",
       "  'Q23000',\n",
       "  'Q22992',\n",
       "  'Q22971',\n",
       "  'Q22954',\n",
       "  'Q2281',\n",
       "  'Q16351',\n",
       "  'Q16341',\n",
       "  'Q16311',\n",
       "  'Q16276',\n",
       "  'Q15857',\n",
       "  'Q15160',\n",
       "  'Q14417',\n",
       "  'Q997646',\n",
       "  'Q988862',\n",
       "  'Q985673',\n",
       "  'Q97667530',\n",
       "  'Q971805',\n",
       "  'Q969746',\n",
       "  'Q969001',\n",
       "  'Q967116',\n",
       "  'Q965465',\n",
       "  'Q965453',\n",
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       "  'Q10423836',\n",
       "  'Q1041556',\n",
       "  'Q10415494',\n",
       "  'Q10404458',\n",
       "  'Q10402754',\n",
       "  'Q1038434',\n",
       "  'Q1038409',\n",
       "  'Q10373688',\n",
       "  'Q1036654',\n",
       "  'Q10350634',\n",
       "  'Q10350366',\n",
       "  'Q10350147',\n",
       "  'Q10346222',\n",
       "  'Q10344620',\n",
       "  'Q1034019',\n",
       "  'Q10323629',\n",
       "  'Q10322901',\n",
       "  'Q10300313',\n",
       "  'Q1028559',\n",
       "  'Q10264763',\n",
       "  'Q10264740',\n",
       "  'Q10220658',\n",
       "  'Q1000118'],\n",
       " 'zu': []}"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lang2char"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "37984872",
   "metadata": {},
   "outputs": [],
   "source": [
    "wikiprodf[\"prop_characters\"] = wikiprodf[\"n_character\"]/TOTAL_CHARACTERS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8a25455d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-26-378741909e6e>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  wikimin1[\"overlap_with_en\"] = wikimin1.apply(lambda x: len(set(lang2char[x[\"wiki\"]]) & set(lang2char[\"en\"]))/len(lang2char[x[\"wiki\"]]) , axis=1)\n"
     ]
    }
   ],
   "source": [
    "wikimin1 = wikiprodf[wikiprodf.n_character > 1]\n",
    "wikimin1[\"overlap_with_en\"] = wikimin1.apply(lambda x: len(set(lang2char[x[\"wiki\"]]) & set(lang2char[\"en\"]))/len(lang2char[x[\"wiki\"]]) , axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "9e89c998",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_character</th>\n",
       "      <th>wiki</th>\n",
       "      <th>prop_characters</th>\n",
       "      <th>overlap_with_en</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <td>1902</td>\n",
       "      <td>en</td>\n",
       "      <td>0.270055</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>it</td>\n",
       "      <td>0.207582</td>\n",
       "      <td>0.520192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1255</td>\n",
       "      <td>fr</td>\n",
       "      <td>0.178191</td>\n",
       "      <td>0.586922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>984</td>\n",
       "      <td>es</td>\n",
       "      <td>0.139713</td>\n",
       "      <td>0.646999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>866</td>\n",
       "      <td>zh</td>\n",
       "      <td>0.122959</td>\n",
       "      <td>0.632370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "    </tr>\n",
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       "      <th>176</th>\n",
       "      <td>2</td>\n",
       "      <td>lij</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2</td>\n",
       "      <td>szy</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2</td>\n",
       "      <td>lo</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>1.000000</td>\n",
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       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2</td>\n",
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       "      <td>0.000284</td>\n",
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       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2</td>\n",
       "      <td>ti</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>181 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     n_character wiki  prop_characters  overlap_with_en\n",
       "0           1902   en         0.270055         1.000000\n",
       "1           1462   it         0.207582         0.520192\n",
       "2           1255   fr         0.178191         0.586922\n",
       "3            984   es         0.139713         0.646999\n",
       "4            866   zh         0.122959         0.632370\n",
       "..           ...  ...              ...              ...\n",
       "176            2  lij         0.000284         1.000000\n",
       "177            2  szy         0.000284         1.000000\n",
       "178            2   lo         0.000284         1.000000\n",
       "179            2  gom         0.000284         1.000000\n",
       "180            2   ti         0.000284         0.000000\n",
       "\n",
       "[181 rows x 4 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikimin1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "25170f38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>overlap_with_en</th>\n",
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       "      <td>0.520192</td>\n",
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       "      <th>2</th>\n",
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       "      <td>fr</td>\n",
       "      <td>0.178191</td>\n",
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       "    </tr>\n",
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       "      <td>984</td>\n",
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       "      <th>4</th>\n",
       "      <td>866</td>\n",
       "      <td>zh</td>\n",
       "      <td>0.122959</td>\n",
       "      <td>0.632370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>771</td>\n",
       "      <td>pl</td>\n",
       "      <td>0.109470</td>\n",
       "      <td>0.627273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>768</td>\n",
       "      <td>ru</td>\n",
       "      <td>0.109044</td>\n",
       "      <td>0.688396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>757</td>\n",
       "      <td>ja</td>\n",
       "      <td>0.107483</td>\n",
       "      <td>0.661376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>748</td>\n",
       "      <td>nl</td>\n",
       "      <td>0.106205</td>\n",
       "      <td>0.570281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>629</td>\n",
       "      <td>pt</td>\n",
       "      <td>0.089309</td>\n",
       "      <td>0.695860</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   n_character wiki  prop_characters  overlap_with_en\n",
       "0         1902   en         0.270055         1.000000\n",
       "1         1462   it         0.207582         0.520192\n",
       "2         1255   fr         0.178191         0.586922\n",
       "3          984   es         0.139713         0.646999\n",
       "4          866   zh         0.122959         0.632370\n",
       "5          771   pl         0.109470         0.627273\n",
       "6          768   ru         0.109044         0.688396\n",
       "7          757   ja         0.107483         0.661376\n",
       "8          748   nl         0.106205         0.570281\n",
       "9          629   pt         0.089309         0.695860"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikimin1.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "818074ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "wikimin10 = wikimin1[wikimin1.n_character > 10]\n",
    "wikimin10 = wikimin10.sort_values(\"overlap_with_en\").reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8818358b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wiki</th>\n",
       "      <th>n_character</th>\n",
       "      <th>prop_characters</th>\n",
       "      <th>overlap_with_en</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>90</td>\n",
       "      <td>0.012779</td>\n",
       "      <td>0.348315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>bs</td>\n",
       "      <td>114</td>\n",
       "      <td>0.016186</td>\n",
       "      <td>0.486726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>it</td>\n",
       "      <td>1462</td>\n",
       "      <td>0.207582</td>\n",
       "      <td>0.520192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>et</td>\n",
       "      <td>172</td>\n",
       "      <td>0.024421</td>\n",
       "      <td>0.561404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>nl</td>\n",
       "      <td>748</td>\n",
       "      <td>0.106205</td>\n",
       "      <td>0.570281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>fr</td>\n",
       "      <td>1255</td>\n",
       "      <td>0.178191</td>\n",
       "      <td>0.586922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ms</td>\n",
       "      <td>145</td>\n",
       "      <td>0.020588</td>\n",
       "      <td>0.597222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>gu</td>\n",
       "      <td>14</td>\n",
       "      <td>0.001988</td>\n",
       "      <td>0.615385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>pl</td>\n",
       "      <td>771</td>\n",
       "      <td>0.109470</td>\n",
       "      <td>0.627273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>zh</td>\n",
       "      <td>866</td>\n",
       "      <td>0.122959</td>\n",
       "      <td>0.632370</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  wiki  n_character  prop_characters  overlap_with_en\n",
       "0   ia           90         0.012779         0.348315\n",
       "1   bs          114         0.016186         0.486726\n",
       "2   it         1462         0.207582         0.520192\n",
       "3   et          172         0.024421         0.561404\n",
       "4   nl          748         0.106205         0.570281\n",
       "5   fr         1255         0.178191         0.586922\n",
       "6   ms          145         0.020588         0.597222\n",
       "7   gu           14         0.001988         0.615385\n",
       "8   pl          771         0.109470         0.627273\n",
       "9   zh          866         0.122959         0.632370"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikimin10[[\"wiki\",\"n_character\",\"prop_characters\",\"overlap_with_en\"]].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "aa75b497",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'figprodf' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-31-b04589c03d1c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfigprodf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"in_en_wiki\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfigprodf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"characterID\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlang2char\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"en\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'figprodf' is not defined"
     ]
    }
   ],
   "source": [
    "figprodf[\"in_en_wiki\"] = figprodf[\"characterID\"].apply(lambda x: x in lang2char[\"en\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "52855e16",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'figprodf' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-32-2406238a58cd>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfigprodf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfigprodf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"in_en_wiki\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"characterLabel\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"n_wiki\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'figprodf' is not defined"
     ]
    }
   ],
   "source": [
    "figprodf[figprodf[\"in_en_wiki\"] == False].head(20)[[\"characterLabel\",\"n_wiki\"]].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "da0ee443",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'figprodf' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-33-a4e6c5afc2e0>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfigprodf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"characterLabel\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\"n_wiki\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreset_index\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdrop\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'figprodf' is not defined"
     ]
    }
   ],
   "source": [
    "figprodf[[\"characterLabel\",\"n_wiki\"]].head(10).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2971cf0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_character</th>\n",
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       "      <th>prop_characters</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1902</td>\n",
       "      <td>en</td>\n",
       "      <td>0.270055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>it</td>\n",
       "      <td>0.207582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1255</td>\n",
       "      <td>fr</td>\n",
       "      <td>0.178191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>984</td>\n",
       "      <td>es</td>\n",
       "      <td>0.139713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>866</td>\n",
       "      <td>zh</td>\n",
       "      <td>0.122959</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>1</td>\n",
       "      <td>krc</td>\n",
       "      <td>0.000142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>1</td>\n",
       "      <td>ks</td>\n",
       "      <td>0.000142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>1</td>\n",
       "      <td>kv</td>\n",
       "      <td>0.000142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>1</td>\n",
       "      <td>kw</td>\n",
       "      <td>0.000142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>1</td>\n",
       "      <td>zu</td>\n",
       "      <td>0.000142</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>321 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     n_character wiki  prop_characters\n",
       "0           1902   en         0.270055\n",
       "1           1462   it         0.207582\n",
       "2           1255   fr         0.178191\n",
       "3            984   es         0.139713\n",
       "4            866   zh         0.122959\n",
       "..           ...  ...              ...\n",
       "316            1  krc         0.000142\n",
       "317            1   ks         0.000142\n",
       "318            1   kv         0.000142\n",
       "319            1   kw         0.000142\n",
       "320            1   zu         0.000142\n",
       "\n",
       "[321 rows x 3 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikiprodf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "11a03e76",
   "metadata": {},
   "outputs": [
    {
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       "      <td>https://zea.wikipedia.org/wiki/Harry_potter</td>\n",
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       "      <td>Q47598</td>\n",
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       "      <td>Peter Pettigrew</td>\n",
       "      <td>http://www.wikidata.org/entity/Q47598</td>\n",
       "      <td>Harry Potter und der Gefangene von Askaban</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Harry_Potter_and...</td>\n",
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       "      <td>none</td>\n",
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       "      <td>https://zh.wikipedia.org/wiki/%E5%93%88%E5%88%...</td>\n",
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       "    <tr>\n",
       "      <th>14359</th>\n",
       "      <td>Q8337</td>\n",
       "      <td>Q1000118</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1000118</td>\n",
       "      <td>Peter Pettigrew</td>\n",
       "      <td>http://www.wikidata.org/entity/Q8337</td>\n",
       "      <td>Harry Potter</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Harry_Potter</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
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       "      <td>none</td>\n",
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       "</table>\n",
       "<p>41202 rows × 327 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          workID characterID                             characterURL  \\\n",
       "0        Q338305       Q6668     http://www.wikidata.org/entity/Q6668   \n",
       "1        Q393142       Q6668     http://www.wikidata.org/entity/Q6668   \n",
       "2        Q653789       Q6668     http://www.wikidata.org/entity/Q6668   \n",
       "3        Q938003       Q6668     http://www.wikidata.org/entity/Q6668   \n",
       "4        Q941053       Q6668     http://www.wikidata.org/entity/Q6668   \n",
       "...          ...         ...                                      ...   \n",
       "14355    Q102225    Q1000118  http://www.wikidata.org/entity/Q1000118   \n",
       "14356  Q28146833    Q1000118  http://www.wikidata.org/entity/Q1000118   \n",
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       "14359      Q8337    Q1000118  http://www.wikidata.org/entity/Q1000118   \n",
       "\n",
       "           characterLabel                                      work  \\\n",
       "0      Pippi Longstocking    http://www.wikidata.org/entity/Q338305   \n",
       "1      Pippi Longstocking    http://www.wikidata.org/entity/Q393142   \n",
       "2      Pippi Longstocking    http://www.wikidata.org/entity/Q653789   \n",
       "3      Pippi Longstocking    http://www.wikidata.org/entity/Q938003   \n",
       "4      Pippi Longstocking    http://www.wikidata.org/entity/Q941053   \n",
       "...                   ...                                       ...   \n",
       "14355     Peter Pettigrew    http://www.wikidata.org/entity/Q102225   \n",
       "14356     Peter Pettigrew  http://www.wikidata.org/entity/Q28146833   \n",
       "14357     Peter Pettigrew     http://www.wikidata.org/entity/Q46751   \n",
       "14358     Peter Pettigrew     http://www.wikidata.org/entity/Q47598   \n",
       "14359     Peter Pettigrew      http://www.wikidata.org/entity/Q8337   \n",
       "\n",
       "                                        workLabel  \\\n",
       "0                             Pippi Goes on Board   \n",
       "1                             Pippi Goes on Board   \n",
       "2                              Pippi Longstocking   \n",
       "3                              Pippi Longstocking   \n",
       "4                              Pippi Longstocking   \n",
       "...                                           ...   \n",
       "14355             Harry Potter und der Feuerkelch   \n",
       "14356             Severus Snape and the Marauders   \n",
       "14357             Harry Potter und der Feuerkelch   \n",
       "14358  Harry Potter und der Gefangene von Askaban   \n",
       "14359                                Harry Potter   \n",
       "\n",
       "                                                      en    aa    ab   ace  \\\n",
       "0      https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...  none  none  none   \n",
       "1      https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...  none  none  none   \n",
       "2      https://en.wikipedia.org/wiki/Pippi_Longstocki...  none  none  none   \n",
       "3      https://en.wikipedia.org/wiki/Pippi_Longstocki...  none  none  none   \n",
       "4      https://en.wikipedia.org/wiki/Pippi_Longstocki...  none  none  none   \n",
       "...                                                  ...   ...   ...   ...   \n",
       "14355  https://en.wikipedia.org/wiki/Harry_Potter_and...  none  none  none   \n",
       "14356  https://en.wikipedia.org/wiki/Severus_Snape_an...  none  none  none   \n",
       "14357  https://en.wikipedia.org/wiki/Harry_Potter_and...  none  none  none   \n",
       "14358  https://en.wikipedia.org/wiki/Harry_Potter_and...  none  none  none   \n",
       "14359         https://en.wikipedia.org/wiki/Harry_Potter  none  none  none   \n",
       "\n",
       "       ...                                                xmf  \\\n",
       "0      ...                                               none   \n",
       "1      ...                                               none   \n",
       "2      ...                                               none   \n",
       "3      ...                                               none   \n",
       "4      ...                                               none   \n",
       "...    ...                                                ...   \n",
       "14355  ...  https://xmf.wikipedia.org/wiki/%E1%83%B0%E1%83...   \n",
       "14356  ...                                               none   \n",
       "14357  ...                                               none   \n",
       "14358  ...                                               none   \n",
       "14359  ...                                               none   \n",
       "\n",
       "                                                      yi    yo    za  \\\n",
       "0                                                   none  none  none   \n",
       "1                                                   none  none  none   \n",
       "2                                                   none  none  none   \n",
       "3                                                   none  none  none   \n",
       "4                                                   none  none  none   \n",
       "...                                                  ...   ...   ...   \n",
       "14355  https://yi.wikipedia.org/wiki/%D7%94%D7%90%D7%...  none  none   \n",
       "14356                                               none  none  none   \n",
       "14357                                               none  none  none   \n",
       "14358                                               none  none  none   \n",
       "14359                                               none  none  none   \n",
       "\n",
       "                                               zea zh-classical zh-min-nan  \\\n",
       "0                                             none         none       none   \n",
       "1                                             none         none       none   \n",
       "2                                             none         none       none   \n",
       "3                                             none         none       none   \n",
       "4                                             none         none       none   \n",
       "...                                            ...          ...        ...   \n",
       "14355  https://zea.wikipedia.org/wiki/Harry_potter         none       none   \n",
       "14356                                         none         none       none   \n",
       "14357                                         none         none       none   \n",
       "14358                                         none         none       none   \n",
       "14359                                         none         none       none   \n",
       "\n",
       "      zh-yue                                                 zh  \\\n",
       "0       none                                               none   \n",
       "1       none                                               none   \n",
       "2       none                                               none   \n",
       "3       none                                               none   \n",
       "4       none                                               none   \n",
       "...      ...                                                ...   \n",
       "14355   none  https://zh.wikipedia.org/wiki/%E5%93%88%E5%88%...   \n",
       "14356   none  https://zh.wikipedia.org/wiki/%E5%93%88%E5%88%...   \n",
       "14357   none  https://zh.wikipedia.org/wiki/%E5%93%88%E5%88%...   \n",
       "14358   none  https://zh.wikipedia.org/wiki/%E5%93%88%E5%88%...   \n",
       "14359   none                                               none   \n",
       "\n",
       "                                                      zu  \n",
       "0                                                   none  \n",
       "1                                                   none  \n",
       "2                                                   none  \n",
       "3                                                   none  \n",
       "4                                                   none  \n",
       "...                                                  ...  \n",
       "14355  https://zu.wikipedia.org/wiki/UHarry_Potter_ka...  \n",
       "14356  https://zu.wikipedia.org/wiki/UHarry_Potter_ka...  \n",
       "14357                                               none  \n",
       "14358                                               none  \n",
       "14359                                               none  \n",
       "\n",
       "[41202 rows x 327 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35cabde1",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27cce585",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "056a79b7",
   "metadata": {},
   "source": [
    "## Network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "76433639",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "from networkx.algorithms import bipartite\n",
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import Counter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "60c320b8",
   "metadata": {},
   "outputs": [],
   "source": [
    "G = nx.Graph()\n",
    "cols = figdf.columns\n",
    "for i in range (0,len(figdf)):\n",
    "#for i in range (0,20):\n",
    "    for j in range(3,len(cols)):\n",
    "        #print(data.iloc[i, j])\n",
    "        if not figdf.iloc[i, j]==\"none\":\n",
    "            #print(\"char\",figdf.iloc[i, 1])\n",
    "            G.add_node(figdf.iloc[i, 1], cat=\"char\")\n",
    "            #print(\"wiki\",cols[j])\n",
    "            G.add_node(cols[j], cat=\"wiki\")\n",
    "            G.add_edge(figdf.iloc[i, 1],cols[j], value=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "0896d844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bipartite.is_bipartite(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "2e13a605",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Jonathan Oldbuck',\n",
       " 'Owen Lars',\n",
       " 'Sloan',\n",
       " 'Wren Elessedil',\n",
       " 'Asher',\n",
       " 'Yoshio Akamatsu',\n",
       " 'Q1688221',\n",
       " 'Hitomi Kashiwa',\n",
       " \"Tru'nembra\",\n",
       " 'Swiebertje',\n",
       " 'Baronne de Macumer',\n",
       " 'Q9324771',\n",
       " 'Pentti Rautajärvi',\n",
       " 'Carmela Corleone',\n",
       " 'Q3159259',\n",
       " 'Pastoria',\n",
       " 'Grianne Ohmsford',\n",
       " 'Tasha Yar',\n",
       " 'Bianca di Angelo',\n",
       " 'Senji no musume',\n",
       " 'Q11946130',\n",
       " 'an',\n",
       " 'Perrin Aybara',\n",
       " 'Elmindreda Farshaw',\n",
       " 'Yan Ming',\n",
       " 'mn',\n",
       " 'Moominpappa',\n",
       " 'Harry Bosch',\n",
       " 'Yuanyang',\n",
       " 'sl',\n",
       " 'Gilad Pellaeon',\n",
       " 'Tio Holtzman',\n",
       " 'Mäkilä',\n",
       " 'Kessu',\n",
       " 'si',\n",
       " 'Kabraxis',\n",
       " 'An Daoquan',\n",
       " 'Marge Dursley',\n",
       " 'Laurent LeClaire',\n",
       " 'Q6011381',\n",
       " 'Q11696406',\n",
       " 'Bricriu',\n",
       " 'Alcina',\n",
       " 'Jiang Feng',\n",
       " 'Eragon',\n",
       " 'Cat Sith',\n",
       " 'Ahmed Nurudin',\n",
       " 'Frank Merriwell',\n",
       " 'Arjun',\n",
       " 'Walter Mitty',\n",
       " 'Jack Pumpkinhead',\n",
       " 'Li Zhong',\n",
       " 'Kasuf',\n",
       " 'Charles de Vandenesse',\n",
       " 'Margo Lane',\n",
       " 'Serena van der Woodsen',\n",
       " 'Baron Bodissey',\n",
       " 'smn',\n",
       " 'Mike Martin',\n",
       " 'Hassling-Ketling of Elgin',\n",
       " 'Lafayette Reynolds',\n",
       " 'Jenny Humphrey',\n",
       " 'Erast Fandorin',\n",
       " 'Mary Crawford',\n",
       " 'Q16668735',\n",
       " 'Q12837429',\n",
       " 'Tashlan',\n",
       " 'Clara del Valle',\n",
       " 'Streen',\n",
       " 'Loial',\n",
       " 'Diting',\n",
       " 'Hortensia Milliphutt',\n",
       " 'Sinterklaas',\n",
       " 'Allana Solo',\n",
       " 'Major Pronin',\n",
       " 'Artemisia Lufkin',\n",
       " 'Heywood R. Floyd',\n",
       " 'Q992177',\n",
       " 'Medoro',\n",
       " 'Billy Pilgrim',\n",
       " 'Jacques Saunière',\n",
       " 'Farsight',\n",
       " 'Poruchik Rzhevsky',\n",
       " 'Jia Daishan',\n",
       " 'Si Xingfang',\n",
       " 'Mossbeard',\n",
       " 'Barmaley',\n",
       " 'Juan Rico',\n",
       " 'Q10955099',\n",
       " 'Zeno Cosini',\n",
       " 'Q11719733',\n",
       " 'Frederick Wentworth',\n",
       " 'Ike Anwhistle',\n",
       " 'csb',\n",
       " 'Aballister Bonaduce',\n",
       " 'Uji Hachinomiya',\n",
       " \"E'huan\",\n",
       " 'Billy',\n",
       " 'Vladimir Harkonnen',\n",
       " 'Paige Matthews',\n",
       " 'Elizabeth Báthory',\n",
       " 'сaptain Vrungel',\n",
       " 'Kelly Jenkins',\n",
       " 'Ogion',\n",
       " 'Lon Sellitto',\n",
       " 'Vincent Lynch',\n",
       " 'Raylan Givens',\n",
       " 'Q3829271',\n",
       " 'Toveine Gazal',\n",
       " 'Nicci',\n",
       " 'Samuel Pickwick',\n",
       " 'Lauri Salpakari',\n",
       " 'Peter Blood',\n",
       " 'Percy Alleline',\n",
       " 'Agelmar Jagad',\n",
       " 'Q4120008',\n",
       " 'Stettin Palver',\n",
       " 'Hadschi Halef Omar',\n",
       " 'Erlang Shen',\n",
       " 'Ignotus Peverell',\n",
       " 'Basil Flack',\n",
       " 'Q5823449',\n",
       " 'Dark One',\n",
       " 'Nate Archibald',\n",
       " 'Askeladden',\n",
       " 'Saint Dane',\n",
       " 'Serena Butler',\n",
       " 'Jane Eyre',\n",
       " 'Seamus Finnigan',\n",
       " 'Eric',\n",
       " 'Q6423158',\n",
       " 'Terminator',\n",
       " 'Q1885554',\n",
       " 'Wilhelm Meister',\n",
       " 'Alastor Moody',\n",
       " 'Crayak',\n",
       " 'José Arcadio Buendía',\n",
       " 'Dugald McPhail',\n",
       " 'Beremiz Samir',\n",
       " 'Meidani',\n",
       " 'Paul Clarke',\n",
       " 'Severian',\n",
       " 'Salvo Montalbano',\n",
       " 'Eldred Jonas',\n",
       " 'Q3687891',\n",
       " 'Ygramul',\n",
       " 'March Hare',\n",
       " 'Ivan Ogareff',\n",
       " 'Q10426918',\n",
       " 'Faerie Knight',\n",
       " 'Kaoru',\n",
       " 'Steve Carella',\n",
       " 'Jack Jackson',\n",
       " 'Q1112898',\n",
       " 'Qianxue',\n",
       " 'Bay Ganyo',\n",
       " 'Izumi Akazawa',\n",
       " 'Baseball Joe',\n",
       " 'Alea Dent',\n",
       " 'Valérie Marneffe',\n",
       " 'Shere Khan',\n",
       " 'Hélène Kuragin',\n",
       " 'Mr. Toad',\n",
       " 'Pang Wanchun',\n",
       " 'Katerine Alruddin',\n",
       " 'Razbojnik Ceferin',\n",
       " 'Sorilea',\n",
       " 'Tony Camonte',\n",
       " 'Compeyson',\n",
       " 'Dodo',\n",
       " 'Q9163298',\n",
       " 'Helen Lyle',\n",
       " 'Aniskin, Fyodor Ivanovich',\n",
       " 'Hector',\n",
       " 'Marianne Dashwood',\n",
       " \"Julie d'Aiglemont\",\n",
       " 'Trinity',\n",
       " 'myv',\n",
       " 'Q19631661',\n",
       " 'Bertrand Newton',\n",
       " 'Sitonai',\n",
       " 'Jia Yuanchun',\n",
       " 'Rolanda Hooch',\n",
       " 'Q5790797',\n",
       " 'Hwi Noree',\n",
       " 'Pavel Smerdyakov',\n",
       " 'Q11889071',\n",
       " 'Jerid Messa',\n",
       " 'kk',\n",
       " 'Q86425150',\n",
       " 'Boxcar Bertha',\n",
       " 'Hepzibah Smith',\n",
       " 'Richard Zeeman',\n",
       " 'Galatea',\n",
       " 'Ossian',\n",
       " 'Tadeusz Soplica',\n",
       " 'Nearly Headless Nick',\n",
       " 'Biyao',\n",
       " 'Charles Grandet',\n",
       " 'Thom Merrilin',\n",
       " 'Fix',\n",
       " 'Dworkin Barimen',\n",
       " 'Ricky Rapper',\n",
       " 'Maritornes',\n",
       " 'Concubine Zhao',\n",
       " 'Vesemir',\n",
       " 'Florian Fortescue',\n",
       " 'Poppy Pomfrey',\n",
       " 'Dexter Morgan',\n",
       " 'Cao Zheng',\n",
       " 'ba',\n",
       " 'Huang Gun',\n",
       " 'Horace Bianchon',\n",
       " 'Vladimir',\n",
       " 'Jean-Esther van Gobseck',\n",
       " 'Longinus Podbipięta',\n",
       " 'Ellie Sattler',\n",
       " 'Hitachi no Suke',\n",
       " \"Elaida a'Roihan\",\n",
       " 'Q11478170',\n",
       " 'Khyber Elessedil',\n",
       " 'Anna Mikhaylovna Drubetskaya',\n",
       " 'Mule',\n",
       " 'Q2826883',\n",
       " 'Joffrey de Peyrac',\n",
       " 'Maria Bertram',\n",
       " 'François Birotteau',\n",
       " 'Général de Montriveau',\n",
       " 'The Leanansidhe',\n",
       " 'Joe Goldberg',\n",
       " 'Andrew Speedy',\n",
       " 'Pechorin',\n",
       " 'Kes',\n",
       " 'Knave of Hearts',\n",
       " 'Célestine Rabourdin',\n",
       " 'Jean-Luc Picard',\n",
       " 'Lishan Laomu',\n",
       " 'Q3955979',\n",
       " 'Marlon Bundo',\n",
       " 'Quasimodo',\n",
       " 'Inspector Baynes',\n",
       " 'Jules Desmarets',\n",
       " 'sq',\n",
       " 'Yukiko Kitano',\n",
       " 'Q3678710',\n",
       " 'Doctor Strange',\n",
       " 'Emmanuelle',\n",
       " 'Doctor Aybolit',\n",
       " 'Q6087184',\n",
       " 'Hvitserk',\n",
       " 'Q12379460',\n",
       " 'Qu Shagu',\n",
       " 'Monsieur de Sérisy',\n",
       " 'Bantam Lyons (Ulysses character)',\n",
       " 'Kennit',\n",
       " 'Venusia Crickerly',\n",
       " 'Sun Shaozu',\n",
       " 'Q3980156',\n",
       " 'Éponine',\n",
       " 'Anthony Van Corlaer',\n",
       " 'Galad Damodred',\n",
       " 'Moguera',\n",
       " 'Revan',\n",
       " 'Roland Sparks',\n",
       " 'Indrek Paas',\n",
       " 'Q10286023',\n",
       " 'Cassandra Trelawney',\n",
       " 'Douguan',\n",
       " 'Spencer Hastings',\n",
       " 'Zhenyuan Daxian',\n",
       " 'Cyril Sargent',\n",
       " 'hr',\n",
       " 'Madame Lulu',\n",
       " 'uk',\n",
       " 'Laurence de Cinq-Cygne',\n",
       " 'Sophie Neveu',\n",
       " 'Seana',\n",
       " 'Mercedes Herrera',\n",
       " 'TJ Watts',\n",
       " 'Melan',\n",
       " 'Taiyi Jiuku Tianzun',\n",
       " 'Samitsu Tamagowa',\n",
       " 'Q3898782',\n",
       " 'Joseph Buquet',\n",
       " 'Ron Weasley',\n",
       " 'Princess Iron Fan',\n",
       " 'Ben Skywalker',\n",
       " 'Lowly Worm',\n",
       " 'Han Tzu',\n",
       " 'Uzeta',\n",
       " 'Q3980758',\n",
       " 'Juge Camusot',\n",
       " 'Gaal Dornick',\n",
       " 'Moiraine Damodred',\n",
       " 'Kheldar',\n",
       " 'Édouard de Villefort',\n",
       " 'Fangguan',\n",
       " 'Poggin',\n",
       " 'Li Jing',\n",
       " 'Roger Chillingworth',\n",
       " 'Madame de Saint-Estève',\n",
       " 'Kumoi no Kari',\n",
       " \"Shudde-M'ell\",\n",
       " 'Linda',\n",
       " 'Q11869811',\n",
       " 'Q3723086',\n",
       " 'Nessus',\n",
       " 'Queen Islanzadí',\n",
       " 'Lemuel Gulliver',\n",
       " 'Rodion Romanovich Raskolnikov',\n",
       " 'Quark',\n",
       " 'Bran Mak Morn',\n",
       " 'Donghua Dijun',\n",
       " 'Raoul de Bragelonne',\n",
       " 'Oy',\n",
       " 'Q3826782',\n",
       " 'Amys',\n",
       " 'Li Cheng',\n",
       " 'Shelob',\n",
       " 'Q1647942',\n",
       " 'Valan Luca',\n",
       " 'Kyōsuke Kamizu',\n",
       " 'Robinson Crusoe',\n",
       " 'Rose Maylie',\n",
       " 'Yuri Bohun',\n",
       " 'Lara Dorren',\n",
       " 'Michael Berg',\n",
       " 'Q16572966',\n",
       " 'Zou Yuan',\n",
       " 'Shi Xiu',\n",
       " 'Auric Goldfinger',\n",
       " 'Egeanin',\n",
       " 'Sudsakorn',\n",
       " 'Shinji Mimura',\n",
       " 'gl',\n",
       " 'Damocles Rowle',\n",
       " 'Atlan',\n",
       " 'Snork',\n",
       " 'Rose Marie Clericuzio',\n",
       " 'Martha Underwood',\n",
       " 'Peggotty',\n",
       " 'cdo',\n",
       " 'Abbe Faria',\n",
       " 'Jur Grady',\n",
       " 'Tyros Reffa',\n",
       " 'Marcus Didius Falco',\n",
       " 'Akseli Koskela',\n",
       " 'xmf',\n",
       " 'Gale Hawthorne',\n",
       " 'Bertha Mason',\n",
       " 'Tomcat Murr',\n",
       " 'Zoë Nightshade',\n",
       " 'Mili Skane',\n",
       " 'Esmé Squalor',\n",
       " \"Tam al'Thor\",\n",
       " 'Q3456063',\n",
       " 'Khayman',\n",
       " 'Elina Koskela',\n",
       " 'Huang Tianhua',\n",
       " 'eo',\n",
       " 'Mason Verger',\n",
       " 'Orion Black',\n",
       " 'Messala',\n",
       " 'Mr. Smee',\n",
       " 'Ashley Wilkes',\n",
       " 'Fredrik Melander',\n",
       " 'Aloysius (Waugh)',\n",
       " 'Mélusine de Hierges',\n",
       " 'Q1313761',\n",
       " 'Sun Zhong',\n",
       " 'Tom Thumb',\n",
       " 'da',\n",
       " 'Cassie Blake',\n",
       " 'Luvah',\n",
       " 'Kamen Rider Kuuga',\n",
       " 'Abulurd Harkonnen',\n",
       " 'Mock Turtle',\n",
       " 'Iridia Eleri',\n",
       " 'Jia Tanchun',\n",
       " 'Ptolemy',\n",
       " 'Gordianus the Finder',\n",
       " 'Q3603761',\n",
       " 'Meg McCaffrey',\n",
       " 'Valeria',\n",
       " 'Cindy Decker',\n",
       " 'Tyler Brock',\n",
       " 'Zheng Tianshou',\n",
       " 'Thorne',\n",
       " 'White Witch',\n",
       " 'Kṣitigarbha',\n",
       " 'Q9305755',\n",
       " 'Wil Ohmsford',\n",
       " 'Q3616235',\n",
       " 'Percival',\n",
       " 'Dr. Tachyon',\n",
       " 'Kati',\n",
       " 'Tublat',\n",
       " 'Qiu Qianren',\n",
       " 'Charlie Prince',\n",
       " 'Indigo Muldoon',\n",
       " 'General Stumm von Bordwehr',\n",
       " 'Odradek',\n",
       " 'Monty Montgomery',\n",
       " 'Lady Fujitsubo',\n",
       " 'Princesse de Blamont-Chauvry',\n",
       " 'Arthur Hastings',\n",
       " 'Ojo the Lucky',\n",
       " 'Rijckaert zonder Vreese',\n",
       " 'Perry Mason',\n",
       " \"Baron Hulot d'Ervy\",\n",
       " 'zh',\n",
       " 'Samirah al-Abbas',\n",
       " 'Linghu Chong',\n",
       " 'Astrild',\n",
       " 'Alain Johns',\n",
       " 'Villanelle',\n",
       " 'Dirk Struan',\n",
       " 'Red Boy',\n",
       " 'Lingbao Tianzun',\n",
       " 'Larry J. Bash',\n",
       " 'Jakob Hyrnek',\n",
       " \"Farad'n Corrino\",\n",
       " 'Meng Tan',\n",
       " 'Q2699457',\n",
       " 'Harry Hole',\n",
       " 'vep',\n",
       " 'Q3755565',\n",
       " 'Dolly Branican',\n",
       " 'Aladdin',\n",
       " 'Samantha Wildman',\n",
       " 'bo',\n",
       " 'Diana Villiers',\n",
       " 'Sandokan',\n",
       " 'Jilseponie \"Pony\" Wyndon Ursal',\n",
       " 'Owl',\n",
       " 'Sir Henry Merrivale',\n",
       " 'Anna Karenina',\n",
       " 'Xanatos',\n",
       " 'John Sampson',\n",
       " 'Vidame de Pamiers',\n",
       " 'Kahlan Amnell',\n",
       " 'Jamie Fraser',\n",
       " 'Gu Dasao',\n",
       " 'Remus Lupin',\n",
       " 'Akasha',\n",
       " 'qu',\n",
       " 'Chakotay',\n",
       " 'Matthew Scudder',\n",
       " 'uz',\n",
       " 'Kekec',\n",
       " 'Silvanus Kettleburn',\n",
       " 'Cianfa Donati',\n",
       " 'Surak',\n",
       " 'Malagrowther',\n",
       " 'szl',\n",
       " 'Q16169785',\n",
       " 'Keita Iijima',\n",
       " 'Moominmamma',\n",
       " 'Odo',\n",
       " 'Chao Gai',\n",
       " 'Sadûn',\n",
       " 'Q47711902',\n",
       " 'Varvara Dobroselova',\n",
       " 'Am-ra',\n",
       " 'Franklin Wolverton Randall',\n",
       " 'Bob Cratchit',\n",
       " 'Ras Thavas',\n",
       " 'Jack Mitchell',\n",
       " 'Deedlit',\n",
       " 'Chivalry Farseer',\n",
       " 'Yan Poxi',\n",
       " 'Won-tolla',\n",
       " 'Lichas',\n",
       " 'Sam Hawkens',\n",
       " 'Q10946190',\n",
       " 'Zhang Wuji',\n",
       " 'Myrrha',\n",
       " 'Sukhman Odikhmantyevich',\n",
       " 'Glenstorm',\n",
       " 'Garrick Ollivander',\n",
       " 'Q10438372',\n",
       " 'Thomas Raith',\n",
       " 'Holden Caulfield',\n",
       " 'Annabeth Chase',\n",
       " 'Farley Drexel \"Fudge\" Hatcher',\n",
       " 'Barefoot Immortal',\n",
       " 'Miles Teg',\n",
       " 'Muskrat',\n",
       " 'Kull',\n",
       " 'Morfin Gaunt',\n",
       " 'Julie James',\n",
       " 'Deng Yuanjue',\n",
       " 'Guglielmo Borsiere',\n",
       " 'Zheng Lun',\n",
       " 'Sonja Blue',\n",
       " 'Katitzi',\n",
       " 'Ubaoner',\n",
       " 'Paulus Atreides',\n",
       " 'Landroval',\n",
       " 'Kermadec',\n",
       " 'Q15855379',\n",
       " 'Kalevipoeg',\n",
       " 'Tylwyth Waff',\n",
       " 'Blödhgarm',\n",
       " 'Ilsan',\n",
       " 'Enion',\n",
       " 'Q2097236',\n",
       " 'Q8011623',\n",
       " 'Mazrim Taim',\n",
       " 'bg',\n",
       " 'Al Neri',\n",
       " 'Hao Siwen',\n",
       " 'Q3846976',\n",
       " 'Saphira',\n",
       " 'Q2246547',\n",
       " 'Behemoth',\n",
       " 'Hachiman Hikigaya',\n",
       " 'Encolpius',\n",
       " 'Mark Vorkosigan',\n",
       " 'Q12075762',\n",
       " 'Miss Bates',\n",
       " 'Guo Jing',\n",
       " 'Deng Fei',\n",
       " 'Old Man of the Mountain',\n",
       " 'Q3950595',\n",
       " 'Howard Alan Treesong',\n",
       " 'Huan',\n",
       " 'Q5729851',\n",
       " 'Thea Stilton',\n",
       " 'Onna San no miya',\n",
       " 'Galina Casban',\n",
       " 'Q20018358',\n",
       " 'Xue Baoqin',\n",
       " 'ro',\n",
       " 'su',\n",
       " 'Q3089388',\n",
       " 'Lasciel',\n",
       " 'Fahai',\n",
       " 'Cormac Fitzgeoffrey',\n",
       " 'Q3906896',\n",
       " 'Eben Hopwil',\n",
       " 'Philippe',\n",
       " 'Karabas Barabas',\n",
       " 'Punker of Rohrbach',\n",
       " 'Amorina',\n",
       " 'eu',\n",
       " 'Nathaniel Starbuck',\n",
       " 'Sevanna',\n",
       " 'Mikhail Berlioz',\n",
       " 'Yunior de Las Casas',\n",
       " 'Lin Chong',\n",
       " 'Dash Rendar',\n",
       " 'Caiyun',\n",
       " 'Debra Morgan',\n",
       " 'szy',\n",
       " 'Murong Bo',\n",
       " 'John the Savage',\n",
       " 'Shi Yong',\n",
       " 'Mr. Moto',\n",
       " 'Old Yeller',\n",
       " \"Franz d'Épinay\",\n",
       " 'Q10331008',\n",
       " 'Moric',\n",
       " 'Shi Bao',\n",
       " 'Isadora Quagmire',\n",
       " 'Faquarl',\n",
       " 'Hellawes',\n",
       " 'Ganelon',\n",
       " 'Q7884594',\n",
       " 'Q20502339',\n",
       " 'Shea Ohmsford',\n",
       " 'sa',\n",
       " 'Jack Frost',\n",
       " 'Q12370515',\n",
       " 'Marvolo Gaunt',\n",
       " 'nah',\n",
       " 'Q3887734',\n",
       " 'Angua von Überwald',\n",
       " 'Q5719664',\n",
       " 'Loelia Ponsonby',\n",
       " 'Helt',\n",
       " 'Thomas Roch',\n",
       " 'Rheneas',\n",
       " 'Daniel Dravot',\n",
       " 'Marquis de Montauran',\n",
       " 'Big Ears',\n",
       " 'Vito Corleone',\n",
       " 'Tullia',\n",
       " 'Han Bolong',\n",
       " 'cy',\n",
       " 'Stregobor',\n",
       " 'Deirdre',\n",
       " 'Shamhat',\n",
       " 'Buck Mulligan',\n",
       " 'Dolly Bantry',\n",
       " 'it',\n",
       " 'Q86530718',\n",
       " 'Ferragus XXIII',\n",
       " \"O'Brien\",\n",
       " 'Yan Jiansheng',\n",
       " 'Eretria',\n",
       " 'Arsène Lupin',\n",
       " 'Jurand of Spychów',\n",
       " 'Dobraine Taborwin',\n",
       " 'Tarkaan Anradin',\n",
       " 'Wilhelm Schmucke',\n",
       " 'Q105195145',\n",
       " 'William Murdoch',\n",
       " 'Thursday Next',\n",
       " 'John Wemmick',\n",
       " 'pt',\n",
       " 'Anaiya',\n",
       " 'Jack Ryan',\n",
       " 'Arymilla Marne',\n",
       " 'Emmanuel Herbault',\n",
       " 'Jimmy Peakes',\n",
       " 'Yu Baosi',\n",
       " 'Q7885720',\n",
       " 'T. Lenehan (fictional character)',\n",
       " 'Q9341501',\n",
       " 'Bestesbulzibar',\n",
       " 'Aksenty Poprishchin',\n",
       " 'Madame Raquin',\n",
       " 'Triss',\n",
       " 'Elim Garak',\n",
       " 'Jay Gatsby',\n",
       " 'Miya Fuski',\n",
       " 'Lucy Gringe',\n",
       " 'Ruan Xiaowu',\n",
       " 'Eugène de Rastignac',\n",
       " 'Youji Kuramoto',\n",
       " 'Q10391436',\n",
       " 'Wheedle',\n",
       " 'Q20379128',\n",
       " \"Zeddicus Z'ul Zorander\",\n",
       " 'Bella Cohen',\n",
       " 'Rahm Kota',\n",
       " 'Q3870492',\n",
       " 'Lorcan McLaird',\n",
       " 'Q3964425',\n",
       " 'Harold Button',\n",
       " 'Philippe Bridau',\n",
       " 'Ji Xiaofu',\n",
       " 'Q3850033',\n",
       " 'Oriane de Guermantes',\n",
       " 'My Priest',\n",
       " 'Albus Severus Potter',\n",
       " 'Mosag',\n",
       " 'Pug',\n",
       " 'Captain Nemo',\n",
       " 'Jia Yuan',\n",
       " 'Ma Yunlu',\n",
       " 'Naimon',\n",
       " 'I.Y. Yunioshi',\n",
       " 'Gêsa',\n",
       " 'Billy Bones',\n",
       " 'Hendel',\n",
       " 'Luke Castellan',\n",
       " 'Hallatan',\n",
       " 'Fanny Price',\n",
       " 'Cui Liang',\n",
       " 'Akikonomu',\n",
       " 'Kong Xiu',\n",
       " 'Darra Thel-Tanis',\n",
       " 'Nico di Angelo',\n",
       " 'Harry Haller',\n",
       " 'Marie-Nathalie de Verneuil',\n",
       " 'Dukat',\n",
       " 'Susan Rodriguez',\n",
       " 'Fang Yue',\n",
       " 'Mary Katherine \"Merricat\" Blackwood',\n",
       " 'Dr. Livesey',\n",
       " 'Su Quan',\n",
       " 'Murasaki',\n",
       " 'David Bowman',\n",
       " 'Jim Button',\n",
       " 'pap',\n",
       " 'Lotte',\n",
       " 'Dongfang Bubai',\n",
       " 'Lammio',\n",
       " 'Jia Rong',\n",
       " 'pms',\n",
       " 'King Mulu',\n",
       " 'Zabulon',\n",
       " 'Efraim Longstocking',\n",
       " 'Rick Deckard',\n",
       " 'Jia Baoyu',\n",
       " 'Parker',\n",
       " 'Norma Cenva',\n",
       " 'Scarecrow',\n",
       " 'Sif',\n",
       " 'Julien Sorel',\n",
       " 'Leafa',\n",
       " 'Jerry Cornelius',\n",
       " 'Angel Robinson',\n",
       " 'Nicolas de Lenfent',\n",
       " 'Jack Reacher',\n",
       " 'Q3056589',\n",
       " 'Q65212706',\n",
       " 'Jia Jing',\n",
       " 'en',\n",
       " 'Ichijō no Miyasundokoro',\n",
       " 'Narcissa Malfoy',\n",
       " 'Rzędzian',\n",
       " 'Q6395308',\n",
       " 'Lucius Malfoy',\n",
       " 'Salvor Hardin',\n",
       " 'Grinch',\n",
       " 'Lambert',\n",
       " 'George Miloslavsky',\n",
       " 'Susan Sto Helit',\n",
       " 'Balinor Buckhannah',\n",
       " 'Dīpankara Buddha',\n",
       " 'Truls Rohk',\n",
       " 'Yuding Zhenren',\n",
       " 'Morvrin',\n",
       " 'Asajj Ventress',\n",
       " 'Francis Crawford of Lymond',\n",
       " 'Q88837700',\n",
       " 'Fang Tianding',\n",
       " 'Tagwen',\n",
       " 'Q9338125',\n",
       " 'Q24152958',\n",
       " 'Nkima',\n",
       " 'Doc Savage',\n",
       " 'Inspector MacDonald',\n",
       " 'Claudia',\n",
       " 'es',\n",
       " 'Shando Vernius',\n",
       " 'Richie Tozier',\n",
       " 'Guy Montag',\n",
       " 'Rose Granger-Weasley',\n",
       " \"Victurnien d'Esgrignon\",\n",
       " 'Roran',\n",
       " 'Chen Tong',\n",
       " 'Thomas Brackenreid',\n",
       " 'Martha',\n",
       " 'Amelia Peabody',\n",
       " 'Steve Austin',\n",
       " 'Riverwind',\n",
       " 'et',\n",
       " 'Karrin Murphy',\n",
       " 'Mildred Hubble',\n",
       " 'Herja',\n",
       " 'Vilho Koskela',\n",
       " 'Q6029431',\n",
       " 'Edward Jellico',\n",
       " 'Marçal Noradell',\n",
       " 'Q3888810',\n",
       " 'Motoharu Tsuchimikado',\n",
       " 'Q3411600',\n",
       " 'Egbert B. Gebstadter',\n",
       " 'Q1557977',\n",
       " 'Dejah Thoris',\n",
       " 'Terence the Tractor',\n",
       " 'Prince Kuramochi',\n",
       " 'Hildebrand',\n",
       " 'Dexter Fortescue',\n",
       " 'Elphias Doge',\n",
       " 'Bartholomew Blair',\n",
       " 'Henry Archer',\n",
       " 'Yrjö Lahtinen',\n",
       " 'Beth Harmon',\n",
       " 'Q3098801',\n",
       " 'Kay Adams-Corleone',\n",
       " 'Lee Jordan',\n",
       " 'Alice the Fox',\n",
       " 'hy',\n",
       " 'Clay Jensen',\n",
       " 'Sir Cadogan',\n",
       " 'Etzel',\n",
       " 'Menw',\n",
       " 'Lucy Westenra',\n",
       " 'Bilbo Baggins',\n",
       " 'Chaugnar Faugn',\n",
       " 'The Hatter',\n",
       " 'Albert Campion',\n",
       " 'Q3963182',\n",
       " 'Yang Yande',\n",
       " 'Q17428279',\n",
       " 'Mowgli',\n",
       " 'Iorek Byrnison',\n",
       " 'Plaerdemavida',\n",
       " 'Nokiba no Ogi',\n",
       " 'Reverend Mother Ramallo',\n",
       " 'Theresa Wiggin',\n",
       " 'Tallisibeth Enwandung-Esterhazy',\n",
       " 'Atikaya',\n",
       " 'Piers Polkiss',\n",
       " 'Sœur Anne',\n",
       " 'Robert April',\n",
       " 'Kuiguan',\n",
       " 'Q10367228',\n",
       " 'Cathy Ames',\n",
       " 'Zhao Min',\n",
       " 'The Monkey of the Inkpot',\n",
       " 'Shikibukyō no miya no kitanokata',\n",
       " 'Q10392457',\n",
       " 'Tar-Baby',\n",
       " 'Q9140077',\n",
       " 'Hindmost',\n",
       " 'Arthur Holmwood',\n",
       " 'Q3220307',\n",
       " \"Frankenstein's monster\",\n",
       " 'Carol Marcus',\n",
       " 'Urho Hietanen',\n",
       " 'Adda',\n",
       " 'af',\n",
       " 'Squire Trelawney',\n",
       " 'Madame de Villeparisis',\n",
       " 'Q11739614',\n",
       " 'Hou Jian',\n",
       " 'Marfisa',\n",
       " 'Radolphus Lestrange',\n",
       " 'Texar',\n",
       " 'Stee Jans',\n",
       " 'Élisabeth Fischer',\n",
       " 'Q3185254',\n",
       " 'Yuka Nakagawa',\n",
       " 'Q5484169',\n",
       " 'olo',\n",
       " 'Tharmas',\n",
       " 'Chevalier de Valois',\n",
       " 'Belphoebe',\n",
       " 'Pampinea',\n",
       " 'Q16157476',\n",
       " 'Cathbad',\n",
       " 'Dorea Black',\n",
       " 'Ono no Imōto-ama',\n",
       " 'Marqués de Bradomín',\n",
       " 'Daisy Buchanan',\n",
       " 'Renée de Saint-Méran',\n",
       " 'Danko',\n",
       " 'Du Qian',\n",
       " 'Jacob Marley',\n",
       " 'Ibai Hermoso',\n",
       " 'Fiona',\n",
       " 'Lalah Sune',\n",
       " 'Rahikainen',\n",
       " 'Captain Phoebus',\n",
       " 'Honza',\n",
       " 'Semirhage',\n",
       " 'Simon Dedalus',\n",
       " 'Angelina Johnson',\n",
       " 'Marcus Flint',\n",
       " 'Honor Harrington',\n",
       " 'Istredd',\n",
       " 'Rodolphus Lestrange',\n",
       " 'Stanisław Tarkowski',\n",
       " 'Swanwhite',\n",
       " 'Currado Gianfigliazzi',\n",
       " 'lt',\n",
       " 'Diguan',\n",
       " 'Beonin Marinye',\n",
       " 'Crocodile',\n",
       " 'Meng Kang',\n",
       " 'Beauchamp',\n",
       " 'io',\n",
       " 'Alma Mavis Taraza',\n",
       " 'Shylock',\n",
       " 'Anne Shirley',\n",
       " 'Ali Baba',\n",
       " 'cs',\n",
       " 'Helga Hufflepuff',\n",
       " 'Petronia',\n",
       " 'Pan Jinlian',\n",
       " 'Håkan Bråkan',\n",
       " 'Geralt of Rivia',\n",
       " 'Rita Desjardin',\n",
       " 'Bertie Wooster',\n",
       " 'Q65162885',\n",
       " 'Solembum',\n",
       " 'Lucien Chardon',\n",
       " 'Jack Torrance',\n",
       " 'Luna',\n",
       " 'Q10437851',\n",
       " 'Q27698332',\n",
       " 'John Faa',\n",
       " 'Comte Anselme Popinot',\n",
       " 'Q21426773',\n",
       " 'Daisy Dodderidge',\n",
       " 'Q11716309',\n",
       " 'Q3874707',\n",
       " 'Hesphaestus Gore',\n",
       " 'Arthur Dimmesdale',\n",
       " 'Grimaud',\n",
       " 'Sherlock Holmes',\n",
       " 'Hungry Tiger',\n",
       " 'Feyd-Rautha',\n",
       " 'Juliusun',\n",
       " 'Zedar',\n",
       " 'Lord Luc',\n",
       " 'Crom',\n",
       " 'Draco Malfoy',\n",
       " 'Jonathan Archer',\n",
       " 'Malacoda',\n",
       " 'Cosette',\n",
       " 'Urizen',\n",
       " 'Lanfear',\n",
       " 'Ian Aranill',\n",
       " 'Mrs Yelverton Barry',\n",
       " 'Walker Boh',\n",
       " 'Taiga Aisaka',\n",
       " 'Makar Devushkin',\n",
       " 'Sarah Gamp',\n",
       " 'mother of Ukifune',\n",
       " 'Keller frères',\n",
       " 'id',\n",
       " 'Alexandre-Benoît Bérurier',\n",
       " 'Sholto Pinn',\n",
       " 'Q3965914',\n",
       " 'Qiao Lie',\n",
       " 'Crach an Craite',\n",
       " 'Q4022389',\n",
       " 'Rowan',\n",
       " 'Talut',\n",
       " 'Baptistin',\n",
       " 'Q6013375',\n",
       " 'The Emperor-Over-the-Sea',\n",
       " 'Q11684448',\n",
       " 'Turnball Root',\n",
       " 'Zijuan',\n",
       " 'Matelda',\n",
       " 'Travis Mayweather',\n",
       " 'Logain Ablar',\n",
       " 'Xuan Zan',\n",
       " 'Jubal Harshaw',\n",
       " 'Torak',\n",
       " 'Zhang Qing',\n",
       " 'Howling Celestial Dog',\n",
       " 'Petya Rostov',\n",
       " 'Q28668161',\n",
       " 'Q9276351',\n",
       " 'Q41387349',\n",
       " 'Caine',\n",
       " 'Lord John Roxton',\n",
       " 'Rocambole',\n",
       " 'Q3822715',\n",
       " 'Colonel Race',\n",
       " \"Br'er Rabbit\",\n",
       " 'Manabu Yukawa',\n",
       " 'Garret Jacob Hobbs',\n",
       " 'Liu Tang',\n",
       " 'Harry Potter',\n",
       " 'Hathi',\n",
       " 'Q3932267',\n",
       " 'Andromeda Tonks',\n",
       " 'Joclad Danva',\n",
       " 'Cedric Diggory',\n",
       " 'Dormouse',\n",
       " 'Mrs. Stitch',\n",
       " 'Yeshua Ha-Notsri',\n",
       " 'Iod',\n",
       " 'pnb',\n",
       " 'Yukino Yukinoshita',\n",
       " 'Q5677817',\n",
       " 'Marc Kilgour',\n",
       " 'Clotilde de Marelle',\n",
       " 'mni',\n",
       " 'Nurse Callan',\n",
       " 'Antoinette de Langeais',\n",
       " 'Yevgeni Bazarov',\n",
       " 'Qieguan',\n",
       " 'Zachary Gray',\n",
       " 'Gongsun Ce',\n",
       " 'Siona Atreides',\n",
       " 'Pencil',\n",
       " 'Rabbit',\n",
       " 'Aymeri de Narbonne',\n",
       " 'Huangfengguai',\n",
       " 'Orik',\n",
       " 'Andreuola',\n",
       " 'Jia Min',\n",
       " 'Rôg',\n",
       " 'Cotton Malone',\n",
       " 'Cramer',\n",
       " 'Nell Trent',\n",
       " 'Sunny Baudelaire',\n",
       " 'Anton Gorodetsky',\n",
       " 'Sabelo',\n",
       " 'Milady de Winter',\n",
       " 'Eucharis',\n",
       " 'Marco',\n",
       " 'Roegner of Ebbing',\n",
       " 'el',\n",
       " 'Griddlebone',\n",
       " 'Maximilian Crowdy',\n",
       " 'Q9268340',\n",
       " 'Ishmael',\n",
       " 'Parn',\n",
       " 'Eberhard Mock',\n",
       " 'Robert Lovelace',\n",
       " 'Cassie Palmer',\n",
       " 'Dyelin Taravin',\n",
       " 'wa',\n",
       " 'Slender Man',\n",
       " 'The Fat Controller',\n",
       " 'Q6083500',\n",
       " 'Thuringwethil',\n",
       " \"Pan You'an\",\n",
       " ...}"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "f39fc6bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "char_nodes = {n for n, d in G.nodes(data=True) if d[\"cat\"] == \"char\"}\n",
    "wiki_nodes = set(G) - char_nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "230d23e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "char_close = Counter(bipartite.closeness_centrality(G,char_nodes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "db2d57ed",
   "metadata": {},
   "outputs": [
    {
     "ename": "NetworkXError",
     "evalue": "random_state_index is incorrect",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/networkx/utils/decorators.py\u001b[0m in \u001b[0;36m_random_state\u001b[0;34m(func, *args, **kwargs)\u001b[0m\n\u001b[1;32m    456\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 457\u001b[0;31m             \u001b[0mrandom_state_arg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mrandom_state_index\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    458\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: tuple index out of range",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[0;31mNetworkXError\u001b[0m                             Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-42-1ae9188d1aeb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mchar_between\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mCounter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbipartite\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbetweenness_centrality\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mchar_nodes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/networkx/algorithms/bipartite/centrality.py\u001b[0m in \u001b[0;36mbetweenness_centrality\u001b[0;34m(G, nodes)\u001b[0m\n\u001b[1;32m    161\u001b[0m         \u001b[0;34m-\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mr\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    162\u001b[0m     ) / 2.0\n\u001b[0;32m--> 163\u001b[0;31m     \u001b[0mbetweenness\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbetweenness_centrality\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnormalized\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mweight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    164\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mnode\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtop\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    165\u001b[0m         \u001b[0mbetweenness\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnode\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m/=\u001b[0m \u001b[0mbet_max_top\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/decorator.py\u001b[0m in \u001b[0;36mfun\u001b[0;34m(*args, **kw)\u001b[0m\n\u001b[1;32m    229\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mkwsyntax\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    230\u001b[0m                 \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfix\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 231\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mcaller\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mextras\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    232\u001b[0m     \u001b[0mfun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    233\u001b[0m     \u001b[0mfun\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/opt/anaconda3/lib/python3.8/site-packages/networkx/utils/decorators.py\u001b[0m in \u001b[0;36m_random_state\u001b[0;34m(func, *args, **kwargs)\u001b[0m\n\u001b[1;32m    459\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNetworkXError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"random_state_index must be an integer\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    460\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mIndexError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 461\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mnx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNetworkXError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"random_state_index is incorrect\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    462\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    463\u001b[0m         \u001b[0;31m# Create a numpy.random.RandomState instance\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mNetworkXError\u001b[0m: random_state_index is incorrect"
     ]
    }
   ],
   "source": [
    "char_between = Counter(bipartite.betweenness_centrality(G,char_nodes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "39f211c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "char_degree = Counter(bipartite.degree_centrality(G,char_nodes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "690b3957",
   "metadata": {},
   "outputs": [],
   "source": [
    "char_close.most_common(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "561e0ad5",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'char_between' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-43-c71c334de8cf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mchar_between\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmost_common\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'char_between' is not defined"
     ]
    }
   ],
   "source": [
    "char_between.most_common(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "id": "e59a6a9d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Sherlock Holmes', 0.5248618784530387),\n",
       " ('Superman', 0.5027624309392265),\n",
       " ('Santa Claus', 0.49723756906077343),\n",
       " ('Gilgamesh', 0.43646408839779005),\n",
       " ('Harry Potter', 0.4198895027624309),\n",
       " ('en', 0.41098853558295484),\n",
       " ('Tarzan', 0.3867403314917127),\n",
       " ('Ron Weasley', 0.38121546961325964),\n",
       " ('Hermione Granger', 0.38121546961325964),\n",
       " ('Winnie the Pooh', 0.38121546961325964)]"
      ]
     },
     "execution_count": 379,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_degree.most_common(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 380,
   "id": "94200a8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "figprodf[\"degree_centrality\"] = figprodf.characterLabel.apply(lambda x: char_degree[x])\n",
    "figprodf[\"closeness_centrality\"] = figprodf.characterLabel.apply(lambda x: char_close[x])\n",
    "figprodf[\"between_centrality\"] = figprodf.characterLabel.apply(lambda x: char_between[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "id": "a6efff3d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>characterLabel</th>\n",
       "      <th>characterID</th>\n",
       "      <th>n_wiki</th>\n",
       "      <th>in_en_wiki</th>\n",
       "      <th>between_centrality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Arjuna</td>\n",
       "      <td>Q185790</td>\n",
       "      <td>63</td>\n",
       "      <td>True</td>\n",
       "      <td>0.006367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>95</td>\n",
       "      <td>True</td>\n",
       "      <td>0.005796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Santa Claus</td>\n",
       "      <td>Q315796</td>\n",
       "      <td>90</td>\n",
       "      <td>True</td>\n",
       "      <td>0.005779</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Superman</td>\n",
       "      <td>Q79015</td>\n",
       "      <td>91</td>\n",
       "      <td>True</td>\n",
       "      <td>0.005598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Gilgamesh</td>\n",
       "      <td>Q159709</td>\n",
       "      <td>79</td>\n",
       "      <td>True</td>\n",
       "      <td>0.005233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Harry Potter</td>\n",
       "      <td>Q3244512</td>\n",
       "      <td>76</td>\n",
       "      <td>True</td>\n",
       "      <td>0.004269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Winnie the Pooh</td>\n",
       "      <td>Q188574</td>\n",
       "      <td>69</td>\n",
       "      <td>True</td>\n",
       "      <td>0.004160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tarzan</td>\n",
       "      <td>Q170241</td>\n",
       "      <td>70</td>\n",
       "      <td>True</td>\n",
       "      <td>0.004118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Hermione Granger</td>\n",
       "      <td>Q174009</td>\n",
       "      <td>69</td>\n",
       "      <td>True</td>\n",
       "      <td>0.003862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1592</th>\n",
       "      <td>Pandora</td>\n",
       "      <td>Q3893161</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "      <td>0.003694</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        characterLabel characterID  n_wiki  in_en_wiki  between_centrality\n",
       "12              Arjuna     Q185790      63        True            0.006367\n",
       "0      Sherlock Holmes       Q4653      95        True            0.005796\n",
       "2          Santa Claus     Q315796      90        True            0.005779\n",
       "1             Superman      Q79015      91        True            0.005598\n",
       "3            Gilgamesh     Q159709      79        True            0.005233\n",
       "4         Harry Potter    Q3244512      76        True            0.004269\n",
       "7      Winnie the Pooh     Q188574      69        True            0.004160\n",
       "5               Tarzan     Q170241      70        True            0.004118\n",
       "6     Hermione Granger     Q174009      69        True            0.003862\n",
       "1592           Pandora    Q3893161       3       False            0.003694"
      ]
     },
     "execution_count": 381,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figprodf = figprodf.reset_index(drop=True)\n",
    "figprodf.sort_values(\"between_centrality\",ascending=False).head(10)[[\"characterLabel\",\"characterID\",\"n_wiki\",\"in_en_wiki\",\"between_centrality\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "id": "d72ef794",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>characterLabel</th>\n",
       "      <th>n_wiki</th>\n",
       "      <th>in_en_wiki</th>\n",
       "      <th>between_centrality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Arjuna</td>\n",
       "      <td>63</td>\n",
       "      <td>True</td>\n",
       "      <td>0.006367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sherlock Holmes</td>\n",
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       "      <td>0.005796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>90</td>\n",
       "      <td>True</td>\n",
       "      <td>0.005779</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>Superman</td>\n",
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       "      <td>0.005598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Gilgamesh</td>\n",
       "      <td>79</td>\n",
       "      <td>True</td>\n",
       "      <td>0.005233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Harry Potter</td>\n",
       "      <td>76</td>\n",
       "      <td>True</td>\n",
       "      <td>0.004269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Winnie the Pooh</td>\n",
       "      <td>69</td>\n",
       "      <td>True</td>\n",
       "      <td>0.004160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Tarzan</td>\n",
       "      <td>70</td>\n",
       "      <td>True</td>\n",
       "      <td>0.004118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Hermione Granger</td>\n",
       "      <td>69</td>\n",
       "      <td>True</td>\n",
       "      <td>0.003862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Pandora</td>\n",
       "      <td>67</td>\n",
       "      <td>True</td>\n",
       "      <td>0.003694</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      characterLabel  n_wiki  in_en_wiki  between_centrality\n",
       "12            Arjuna      63        True            0.006367\n",
       "0    Sherlock Holmes      95        True            0.005796\n",
       "2        Santa Claus      90        True            0.005779\n",
       "1           Superman      91        True            0.005598\n",
       "3          Gilgamesh      79        True            0.005233\n",
       "4       Harry Potter      76        True            0.004269\n",
       "7    Winnie the Pooh      69        True            0.004160\n",
       "5             Tarzan      70        True            0.004118\n",
       "6   Hermione Granger      69        True            0.003862\n",
       "9            Pandora      67        True            0.003694"
      ]
     },
     "execution_count": 382,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figprodf.drop(index=1592).sort_values(\"between_centrality\",ascending=False).head(10)[[\"characterLabel\",\"n_wiki\",\"in_en_wiki\",\"between_centrality\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "id": "0e3c652e",
   "metadata": {},
   "outputs": [],
   "source": [
    "wikimin10[\"degree_centrality\"] = wikimin10.wiki.apply(lambda x: char_degree[x])\n",
    "wikimin10[\"between_centrality\"] = wikimin10.wiki.apply(lambda x: char_between[x])\n",
    "wikimin10[\"close_centrality\"] = wikimin10.wiki.apply(lambda x: char_close[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "id": "cb71e358",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>wiki</th>\n",
       "      <th>n_character</th>\n",
       "      <th>between_centrality</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>en</td>\n",
       "      <td>1902</td>\n",
       "      <td>0.308821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>it</td>\n",
       "      <td>1462</td>\n",
       "      <td>0.242221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>fr</td>\n",
       "      <td>1255</td>\n",
       "      <td>0.170616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>zh</td>\n",
       "      <td>866</td>\n",
       "      <td>0.107029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>es</td>\n",
       "      <td>984</td>\n",
       "      <td>0.099764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>pl</td>\n",
       "      <td>771</td>\n",
       "      <td>0.096056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>nl</td>\n",
       "      <td>748</td>\n",
       "      <td>0.072607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>ru</td>\n",
       "      <td>768</td>\n",
       "      <td>0.069381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>ja</td>\n",
       "      <td>757</td>\n",
       "      <td>0.067332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>pt</td>\n",
       "      <td>629</td>\n",
       "      <td>0.047528</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  wiki  n_character  between_centrality\n",
       "0   en         1902            0.308821\n",
       "1   it         1462            0.242221\n",
       "2   fr         1255            0.170616\n",
       "4   zh          866            0.107029\n",
       "3   es          984            0.099764\n",
       "5   pl          771            0.096056\n",
       "8   nl          748            0.072607\n",
       "6   ru          768            0.069381\n",
       "7   ja          757            0.067332\n",
       "9   pt          629            0.047528"
      ]
     },
     "execution_count": 384,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikimin10 = wikimin10.sort_values(\"n_character\",ascending=False).reset_index(drop=True)\n",
    "wikimin10.sort_values(\"between_centrality\",ascending=False).head(10)[[\"wiki\",\"n_character\",\"between_centrality\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "id": "6235872e",
   "metadata": {},
   "outputs": [],
   "source": [
    "workdf = workdf.fillna(\"none\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 479,
   "id": "60b93e4a",
   "metadata": {},
   "outputs": [],
   "source": [
    "char2worklang = {}\n",
    "work2lang = {}\n",
    "work2char = {}\n",
    "for ix,row in workdf.iterrows():\n",
    "    #print(row[\"characterID\"])\n",
    "    if row[\"characterID\"] not in char2worklang:\n",
    "        char2worklang[row[\"characterID\"]] = []\n",
    "    if row[\"work\"] not in work2lang:\n",
    "        work2lang[row[\"work\"]] = []\n",
    "        work2char[row[\"work\"]] = []\n",
    "    char2worklang[row[\"characterID\"]] += [workdf.columns[6+i] for i in range(len(row[6:])) if row[6+i] != \"none\"]\n",
    "    work2lang[row[\"work\"]] += [workdf.columns[6+i] for i in range(len(row[6:])) if row[6+i] != \"none\"]\n",
    "    work2char[row[\"work\"]].append(row[\"characterID\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 417,
   "id": "ae15b875",
   "metadata": {},
   "outputs": [],
   "source": [
    "lang2work = {}\n",
    "for w in work2lang:\n",
    "    for lang in work2lang[w]:\n",
    "        if lang not in lang2work:\n",
    "            lang2work[lang] = []\n",
    "    if w not in lang2work[lang]:\n",
    "        lang2work[lang].append(w)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 427,
   "id": "c77a59bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "for x in wikimin1.wiki:\n",
    "    if x not in lang2work:\n",
    "        lang2work[x] = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "id": "b095bf4d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/jw/6m8f748d0_59ckhj85g69cb40000gn/T/ipykernel_14608/3990147641.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  wikimin1[\"n_work\"] = wikimin1[\"wiki\"].apply(lambda x: len(set(workdf[workdf[x] != \"none\"][\"work\"])))\n"
     ]
    }
   ],
   "source": [
    "wikimin1[\"n_work\"] = wikimin1[\"wiki\"].apply(lambda x: len(set(workdf[workdf[x] != \"none\"][\"work\"])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 441,
   "id": "277f478b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/jw/6m8f748d0_59ckhj85g69cb40000gn/T/ipykernel_14608/217604267.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  wikimin1[\"prop_char_wor\"] = wikimin1.n_character/wikimin1.n_work\n"
     ]
    }
   ],
   "source": [
    "wikimin1[\"prop_char_wor\"] = wikimin1.n_character/wikimin1.n_work"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 447,
   "id": "dff1e99d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_character</th>\n",
       "      <th>wiki</th>\n",
       "      <th>prop_characters</th>\n",
       "      <th>overlap_with_en</th>\n",
       "      <th>n_work</th>\n",
       "      <th>prop_char_wor</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>90</td>\n",
       "      <td>ia</td>\n",
       "      <td>0.012779</td>\n",
       "      <td>0.348315</td>\n",
       "      <td>121</td>\n",
       "      <td>0.743802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>866</td>\n",
       "      <td>zh</td>\n",
       "      <td>0.122959</td>\n",
       "      <td>0.632370</td>\n",
       "      <td>1577</td>\n",
       "      <td>0.549144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>it</td>\n",
       "      <td>0.207582</td>\n",
       "      <td>0.520192</td>\n",
       "      <td>3030</td>\n",
       "      <td>0.482508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>757</td>\n",
       "      <td>ja</td>\n",
       "      <td>0.107483</td>\n",
       "      <td>0.661376</td>\n",
       "      <td>1732</td>\n",
       "      <td>0.437067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>748</td>\n",
       "      <td>nl</td>\n",
       "      <td>0.106205</td>\n",
       "      <td>0.570281</td>\n",
       "      <td>1753</td>\n",
       "      <td>0.426697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>113</td>\n",
       "      <td>wuu</td>\n",
       "      <td>0.016044</td>\n",
       "      <td>0.910714</td>\n",
       "      <td>270</td>\n",
       "      <td>0.418519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>318</td>\n",
       "      <td>vi</td>\n",
       "      <td>0.045151</td>\n",
       "      <td>0.876972</td>\n",
       "      <td>761</td>\n",
       "      <td>0.417871</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1902</td>\n",
       "      <td>en</td>\n",
       "      <td>0.270055</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4592</td>\n",
       "      <td>0.414199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>984</td>\n",
       "      <td>es</td>\n",
       "      <td>0.139713</td>\n",
       "      <td>0.646999</td>\n",
       "      <td>2454</td>\n",
       "      <td>0.400978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1255</td>\n",
       "      <td>fr</td>\n",
       "      <td>0.178191</td>\n",
       "      <td>0.586922</td>\n",
       "      <td>3202</td>\n",
       "      <td>0.391943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>14</td>\n",
       "      <td>gu</td>\n",
       "      <td>0.001988</td>\n",
       "      <td>0.615385</td>\n",
       "      <td>36</td>\n",
       "      <td>0.388889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>771</td>\n",
       "      <td>pl</td>\n",
       "      <td>0.109470</td>\n",
       "      <td>0.627273</td>\n",
       "      <td>2051</td>\n",
       "      <td>0.375914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>114</td>\n",
       "      <td>bs</td>\n",
       "      <td>0.016186</td>\n",
       "      <td>0.486726</td>\n",
       "      <td>307</td>\n",
       "      <td>0.371336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>12</td>\n",
       "      <td>as</td>\n",
       "      <td>0.001704</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>33</td>\n",
       "      <td>0.363636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>25</td>\n",
       "      <td>tt</td>\n",
       "      <td>0.003550</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>72</td>\n",
       "      <td>0.347222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>209</td>\n",
       "      <td>th</td>\n",
       "      <td>0.029675</td>\n",
       "      <td>0.826923</td>\n",
       "      <td>639</td>\n",
       "      <td>0.327074</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>629</td>\n",
       "      <td>pt</td>\n",
       "      <td>0.089309</td>\n",
       "      <td>0.695860</td>\n",
       "      <td>2003</td>\n",
       "      <td>0.314029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>69</td>\n",
       "      <td>nn</td>\n",
       "      <td>0.009797</td>\n",
       "      <td>0.705882</td>\n",
       "      <td>226</td>\n",
       "      <td>0.305310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>768</td>\n",
       "      <td>ru</td>\n",
       "      <td>0.109044</td>\n",
       "      <td>0.688396</td>\n",
       "      <td>2533</td>\n",
       "      <td>0.303198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>56</td>\n",
       "      <td>ast</td>\n",
       "      <td>0.007951</td>\n",
       "      <td>0.909091</td>\n",
       "      <td>193</td>\n",
       "      <td>0.290155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>172</td>\n",
       "      <td>et</td>\n",
       "      <td>0.024421</td>\n",
       "      <td>0.561404</td>\n",
       "      <td>593</td>\n",
       "      <td>0.290051</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>106</td>\n",
       "      <td>sl</td>\n",
       "      <td>0.015050</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>369</td>\n",
       "      <td>0.287263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>338</td>\n",
       "      <td>ca</td>\n",
       "      <td>0.047991</td>\n",
       "      <td>0.706231</td>\n",
       "      <td>1188</td>\n",
       "      <td>0.284512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>356</td>\n",
       "      <td>tr</td>\n",
       "      <td>0.050547</td>\n",
       "      <td>0.769014</td>\n",
       "      <td>1252</td>\n",
       "      <td>0.284345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>191</td>\n",
       "      <td>hr</td>\n",
       "      <td>0.027119</td>\n",
       "      <td>0.742105</td>\n",
       "      <td>686</td>\n",
       "      <td>0.278426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>107</td>\n",
       "      <td>la</td>\n",
       "      <td>0.015192</td>\n",
       "      <td>0.754717</td>\n",
       "      <td>394</td>\n",
       "      <td>0.271574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>67</td>\n",
       "      <td>br</td>\n",
       "      <td>0.009513</td>\n",
       "      <td>0.878788</td>\n",
       "      <td>259</td>\n",
       "      <td>0.258687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>308</td>\n",
       "      <td>id</td>\n",
       "      <td>0.043731</td>\n",
       "      <td>0.762215</td>\n",
       "      <td>1202</td>\n",
       "      <td>0.256240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>449</td>\n",
       "      <td>sv</td>\n",
       "      <td>0.063751</td>\n",
       "      <td>0.774554</td>\n",
       "      <td>1754</td>\n",
       "      <td>0.255986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>42</td>\n",
       "      <td>tl</td>\n",
       "      <td>0.005963</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>166</td>\n",
       "      <td>0.253012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    n_character wiki  prop_characters  overlap_with_en  n_work  prop_char_wor\n",
       "43           90   ia         0.012779         0.348315     121       0.743802\n",
       "4           866   zh         0.122959         0.632370    1577       0.549144\n",
       "1          1462   it         0.207582         0.520192    3030       0.482508\n",
       "7           757   ja         0.107483         0.661376    1732       0.437067\n",
       "8           748   nl         0.106205         0.570281    1753       0.426697\n",
       "36          113  wuu         0.016044         0.910714     270       0.418519\n",
       "18          318   vi         0.045151         0.876972     761       0.417871\n",
       "0          1902   en         0.270055         1.000000    4592       0.414199\n",
       "3           984   es         0.139713         0.646999    2454       0.400978\n",
       "2          1255   fr         0.178191         0.586922    3202       0.391943\n",
       "80           14   gu         0.001988         0.615385      36       0.388889\n",
       "5           771   pl         0.109470         0.627273    2051       0.375914\n",
       "35          114   bs         0.016186         0.486726     307       0.371336\n",
       "88           12   as         0.001704         1.000000      33       0.363636\n",
       "65           25   tt         0.003550         0.750000      72       0.347222\n",
       "27          209   th         0.029675         0.826923     639       0.327074\n",
       "9           629   pt         0.089309         0.695860    2003       0.314029\n",
       "46           69   nn         0.009797         0.705882     226       0.305310\n",
       "6           768   ru         0.109044         0.688396    2533       0.303198\n",
       "50           56  ast         0.007951         0.909091     193       0.290155\n",
       "29          172   et         0.024421         0.561404     593       0.290051\n",
       "40          106   sl         0.015050         0.666667     369       0.287263\n",
       "16          338   ca         0.047991         0.706231    1188       0.284512\n",
       "14          356   tr         0.050547         0.769014    1252       0.284345\n",
       "28          191   hr         0.027119         0.742105     686       0.278426\n",
       "38          107   la         0.015192         0.754717     394       0.271574\n",
       "47           67   br         0.009513         0.878788     259       0.258687\n",
       "19          308   id         0.043731         0.762215    1202       0.256240\n",
       "11          449   sv         0.063751         0.774554    1754       0.255986\n",
       "55           42   tl         0.005963         1.000000     166       0.253012"
      ]
     },
     "execution_count": 447,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikimin1[wikimin1.n_work > 30].sort_values(\"prop_char_wor\",ascending=False).head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4ae96d23",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9463d29b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6b13960",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3da13779",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 438,
   "id": "ff846ca1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2144"
      ]
     },
     "execution_count": 438,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(workdf[workdf[\"de\"] != \"none\"][\"work\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35d2f1fc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "736696f0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a96a1e6b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e7591aed",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6233dcd9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c63b36c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e55c29a7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cab2b420",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "056af131",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "53af2ec9",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 423,
   "id": "86c2a79b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       en\n",
       "1       it\n",
       "2       fr\n",
       "3       es\n",
       "4       zh\n",
       "      ... \n",
       "176    lij\n",
       "177    szy\n",
       "178     lo\n",
       "179    gom\n",
       "180     ti\n",
       "Name: wiki, Length: 181, dtype: object"
      ]
     },
     "execution_count": 423,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikimin1.wiki"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cc8225d8",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 421,
   "id": "56aba74d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n_character</th>\n",
       "      <th>wiki</th>\n",
       "      <th>prop_characters</th>\n",
       "      <th>overlap_with_en</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1902</td>\n",
       "      <td>en</td>\n",
       "      <td>0.270055</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1462</td>\n",
       "      <td>it</td>\n",
       "      <td>0.207582</td>\n",
       "      <td>0.520192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1255</td>\n",
       "      <td>fr</td>\n",
       "      <td>0.178191</td>\n",
       "      <td>0.586922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>984</td>\n",
       "      <td>es</td>\n",
       "      <td>0.139713</td>\n",
       "      <td>0.646999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>866</td>\n",
       "      <td>zh</td>\n",
       "      <td>0.122959</td>\n",
       "      <td>0.632370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2</td>\n",
       "      <td>lij</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2</td>\n",
       "      <td>szy</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2</td>\n",
       "      <td>lo</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2</td>\n",
       "      <td>gom</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2</td>\n",
       "      <td>ti</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>181 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     n_character wiki  prop_characters  overlap_with_en\n",
       "0           1902   en         0.270055         1.000000\n",
       "1           1462   it         0.207582         0.520192\n",
       "2           1255   fr         0.178191         0.586922\n",
       "3            984   es         0.139713         0.646999\n",
       "4            866   zh         0.122959         0.632370\n",
       "..           ...  ...              ...              ...\n",
       "176            2  lij         0.000284         1.000000\n",
       "177            2  szy         0.000284         1.000000\n",
       "178            2   lo         0.000284         1.000000\n",
       "179            2  gom         0.000284         1.000000\n",
       "180            2   ti         0.000284         0.000000\n",
       "\n",
       "[181 rows x 4 columns]"
      ]
     },
     "execution_count": 421,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wikimin1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0816c473",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a410720",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "01f8e6ad",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "983d292e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2182307f",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "id": "006602eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "figproworkdf = figprodf[figprodf.characterID.apply(lambda x: x in char2worklang)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "id": "5ddd161f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/jw/6m8f748d0_59ckhj85g69cb40000gn/T/ipykernel_14608/1006689965.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  figproworkdf[\"n_wiki_works\"] = figproworkdf.characterID.apply(lambda x: len(set(char2worklang[x])))\n"
     ]
    }
   ],
   "source": [
    "figproworkdf[\"n_wiki_works\"] = figproworkdf.characterID.apply(lambda x: len(set(char2worklang[x])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 389,
   "id": "ca0aab7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>characterLabel</th>\n",
       "      <th>characterURL</th>\n",
       "      <th>n_wiki</th>\n",
       "      <th>n_wiki_works</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>804</th>\n",
       "      <td>Talut</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4119704</td>\n",
       "      <td>6</td>\n",
       "      <td>169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Albus Dumbledore</td>\n",
       "      <td>http://www.wikidata.org/entity/Q712548</td>\n",
       "      <td>64</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Rubeus Hagrid</td>\n",
       "      <td>http://www.wikidata.org/entity/Q177439</td>\n",
       "      <td>57</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ginny Weasley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q187923</td>\n",
       "      <td>42</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>Arabella Figg</td>\n",
       "      <td>http://www.wikidata.org/entity/Q774644</td>\n",
       "      <td>9</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Lucius Malfoy</td>\n",
       "      <td>http://www.wikidata.org/entity/Q842178</td>\n",
       "      <td>16</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Severus Snape</td>\n",
       "      <td>http://www.wikidata.org/entity/Q176772</td>\n",
       "      <td>59</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Neville Longbottom</td>\n",
       "      <td>http://www.wikidata.org/entity/Q190366</td>\n",
       "      <td>37</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Draco Malfoy</td>\n",
       "      <td>http://www.wikidata.org/entity/Q179641</td>\n",
       "      <td>54</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Lord Voldemort</td>\n",
       "      <td>http://www.wikidata.org/entity/Q176132</td>\n",
       "      <td>66</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Ron Weasley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q173998</td>\n",
       "      <td>69</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>515</th>\n",
       "      <td>Vincent Crabbe</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3224418</td>\n",
       "      <td>9</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Hermione Granger</td>\n",
       "      <td>http://www.wikidata.org/entity/Q174009</td>\n",
       "      <td>69</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Minerva McGonagall</td>\n",
       "      <td>http://www.wikidata.org/entity/Q192179</td>\n",
       "      <td>36</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Harry Potter</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3244512</td>\n",
       "      <td>76</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>Griphook</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4004524</td>\n",
       "      <td>4</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Quirinus Quirrell</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1258661</td>\n",
       "      <td>18</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>Vernon Dursley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q11910388</td>\n",
       "      <td>8</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>Gregory Goyle</td>\n",
       "      <td>http://www.wikidata.org/entity/Q15242205</td>\n",
       "      <td>9</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>Petunia Dursley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1963397</td>\n",
       "      <td>6</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1613</th>\n",
       "      <td>Fred Weasley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q13359612</td>\n",
       "      <td>3</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>591</th>\n",
       "      <td>Rolanda Hooch</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4957115</td>\n",
       "      <td>8</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>Nearly Headless Nick</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3735046</td>\n",
       "      <td>5</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Dobby</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1254953</td>\n",
       "      <td>18</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>Dudley Dursley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q5700415</td>\n",
       "      <td>10</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Molly Weasley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3255012</td>\n",
       "      <td>16</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>520</th>\n",
       "      <td>Garrick Ollivander</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1072067</td>\n",
       "      <td>9</td>\n",
       "      <td>128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>James Potter</td>\n",
       "      <td>http://www.wikidata.org/entity/Q717594</td>\n",
       "      <td>20</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518</th>\n",
       "      <td>Angelina Johnson</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3307136</td>\n",
       "      <td>9</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Cornelius Fudge</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1250951</td>\n",
       "      <td>20</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Lily Potter</td>\n",
       "      <td>http://www.wikidata.org/entity/Q754837</td>\n",
       "      <td>23</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>Seamus Finnigan</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3221958</td>\n",
       "      <td>9</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>Arthur Weasley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q7881262</td>\n",
       "      <td>17</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>459</th>\n",
       "      <td>Poppy Pomfrey</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3278733</td>\n",
       "      <td>10</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Sirius Black</td>\n",
       "      <td>http://www.wikidata.org/entity/Q713701</td>\n",
       "      <td>40</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2041</th>\n",
       "      <td>Antonin Dolohov</td>\n",
       "      <td>http://www.wikidata.org/entity/Q11958446</td>\n",
       "      <td>2</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4266</th>\n",
       "      <td>Aurora Sinistra</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3656721</td>\n",
       "      <td>1</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Luna Lovegood</td>\n",
       "      <td>http://www.wikidata.org/entity/Q190282</td>\n",
       "      <td>33</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>Narcissa Malfoy</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1250338</td>\n",
       "      <td>16</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Bellatrix Lestrange</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1057918</td>\n",
       "      <td>27</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Filius Flitwick</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1256952</td>\n",
       "      <td>18</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>Kingsley Shacklebolt</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3432612</td>\n",
       "      <td>9</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>Bill Weasley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3174865</td>\n",
       "      <td>17</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>Argus Filch</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3223764</td>\n",
       "      <td>14</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Remus Lupin</td>\n",
       "      <td>http://www.wikidata.org/entity/Q208657</td>\n",
       "      <td>35</td>\n",
       "      <td>126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Cedric Diggory</td>\n",
       "      <td>http://www.wikidata.org/entity/Q841669</td>\n",
       "      <td>26</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>807</th>\n",
       "      <td>Firenze</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3296719</td>\n",
       "      <td>6</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>Lee Jordan</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4199500</td>\n",
       "      <td>6</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>775</th>\n",
       "      <td>Katie Bell</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3222624</td>\n",
       "      <td>6</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>Charlie Weasley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3430858</td>\n",
       "      <td>15</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Peter Pettigrew</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1000118</td>\n",
       "      <td>23</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>Viktor Krum</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1251394</td>\n",
       "      <td>15</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2162</th>\n",
       "      <td>Fat Lady</td>\n",
       "      <td>http://www.wikidata.org/entity/Q14905943</td>\n",
       "      <td>2</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Fleur Delacour</td>\n",
       "      <td>http://www.wikidata.org/entity/Q719274</td>\n",
       "      <td>20</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>Oliver Wood</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3306068</td>\n",
       "      <td>7</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>Barty Crouch Jr.</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3231528</td>\n",
       "      <td>11</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>Ernie Macmillan</td>\n",
       "      <td>http://www.wikidata.org/entity/Q11285688</td>\n",
       "      <td>4</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>407</th>\n",
       "      <td>Barty Crouch</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1268216</td>\n",
       "      <td>11</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Horace Slughorn</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1637813</td>\n",
       "      <td>18</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            characterLabel                              characterURL  n_wiki  \\\n",
       "804                  Talut   http://www.wikidata.org/entity/Q4119704       6   \n",
       "11        Albus Dumbledore    http://www.wikidata.org/entity/Q712548      64   \n",
       "15           Rubeus Hagrid    http://www.wikidata.org/entity/Q177439      57   \n",
       "35           Ginny Weasley    http://www.wikidata.org/entity/Q187923      42   \n",
       "482          Arabella Figg    http://www.wikidata.org/entity/Q774644       9   \n",
       "239          Lucius Malfoy    http://www.wikidata.org/entity/Q842178      16   \n",
       "13           Severus Snape    http://www.wikidata.org/entity/Q176772      59   \n",
       "49      Neville Longbottom    http://www.wikidata.org/entity/Q190366      37   \n",
       "21            Draco Malfoy    http://www.wikidata.org/entity/Q179641      54   \n",
       "10          Lord Voldemort    http://www.wikidata.org/entity/Q176132      66   \n",
       "8              Ron Weasley    http://www.wikidata.org/entity/Q173998      69   \n",
       "515         Vincent Crabbe   http://www.wikidata.org/entity/Q3224418       9   \n",
       "6         Hermione Granger    http://www.wikidata.org/entity/Q174009      69   \n",
       "53      Minerva McGonagall    http://www.wikidata.org/entity/Q192179      36   \n",
       "4             Harry Potter   http://www.wikidata.org/entity/Q3244512      76   \n",
       "1074              Griphook   http://www.wikidata.org/entity/Q4004524       4   \n",
       "188      Quirinus Quirrell   http://www.wikidata.org/entity/Q1258661      18   \n",
       "575         Vernon Dursley  http://www.wikidata.org/entity/Q11910388       8   \n",
       "506          Gregory Goyle  http://www.wikidata.org/entity/Q15242205       9   \n",
       "740        Petunia Dursley   http://www.wikidata.org/entity/Q1963397       6   \n",
       "1613          Fred Weasley  http://www.wikidata.org/entity/Q13359612       3   \n",
       "591          Rolanda Hooch   http://www.wikidata.org/entity/Q4957115       8   \n",
       "1000  Nearly Headless Nick   http://www.wikidata.org/entity/Q3735046       5   \n",
       "193                  Dobby   http://www.wikidata.org/entity/Q1254953      18   \n",
       "435         Dudley Dursley   http://www.wikidata.org/entity/Q5700415      10   \n",
       "229          Molly Weasley   http://www.wikidata.org/entity/Q3255012      16   \n",
       "520     Garrick Ollivander   http://www.wikidata.org/entity/Q1072067       9   \n",
       "168           James Potter    http://www.wikidata.org/entity/Q717594      20   \n",
       "518       Angelina Johnson   http://www.wikidata.org/entity/Q3307136       9   \n",
       "162        Cornelius Fudge   http://www.wikidata.org/entity/Q1250951      20   \n",
       "126            Lily Potter    http://www.wikidata.org/entity/Q754837      23   \n",
       "517        Seamus Finnigan   http://www.wikidata.org/entity/Q3221958       9   \n",
       "220         Arthur Weasley   http://www.wikidata.org/entity/Q7881262      17   \n",
       "459          Poppy Pomfrey   http://www.wikidata.org/entity/Q3278733      10   \n",
       "36            Sirius Black    http://www.wikidata.org/entity/Q713701      40   \n",
       "2041       Antonin Dolohov  http://www.wikidata.org/entity/Q11958446       2   \n",
       "4266       Aurora Sinistra   http://www.wikidata.org/entity/Q3656721       1   \n",
       "60           Luna Lovegood    http://www.wikidata.org/entity/Q190282      33   \n",
       "233        Narcissa Malfoy   http://www.wikidata.org/entity/Q1250338      16   \n",
       "93     Bellatrix Lestrange   http://www.wikidata.org/entity/Q1057918      27   \n",
       "194        Filius Flitwick   http://www.wikidata.org/entity/Q1256952      18   \n",
       "484   Kingsley Shacklebolt   http://www.wikidata.org/entity/Q3432612       9   \n",
       "216           Bill Weasley   http://www.wikidata.org/entity/Q3174865      17   \n",
       "294            Argus Filch   http://www.wikidata.org/entity/Q3223764      14   \n",
       "57             Remus Lupin    http://www.wikidata.org/entity/Q208657      35   \n",
       "95          Cedric Diggory    http://www.wikidata.org/entity/Q841669      26   \n",
       "807                Firenze   http://www.wikidata.org/entity/Q3296719       6   \n",
       "756             Lee Jordan   http://www.wikidata.org/entity/Q4199500       6   \n",
       "775             Katie Bell   http://www.wikidata.org/entity/Q3222624       6   \n",
       "282        Charlie Weasley   http://www.wikidata.org/entity/Q3430858      15   \n",
       "131        Peter Pettigrew   http://www.wikidata.org/entity/Q1000118      23   \n",
       "273            Viktor Krum   http://www.wikidata.org/entity/Q1251394      15   \n",
       "2162              Fat Lady  http://www.wikidata.org/entity/Q14905943       2   \n",
       "167         Fleur Delacour    http://www.wikidata.org/entity/Q719274      20   \n",
       "656            Oliver Wood   http://www.wikidata.org/entity/Q3306068       7   \n",
       "391       Barty Crouch Jr.   http://www.wikidata.org/entity/Q3231528      11   \n",
       "1204       Ernie Macmillan  http://www.wikidata.org/entity/Q11285688       4   \n",
       "407           Barty Crouch   http://www.wikidata.org/entity/Q1268216      11   \n",
       "201        Horace Slughorn   http://www.wikidata.org/entity/Q1637813      18   \n",
       "\n",
       "      n_wiki_works  \n",
       "804            169  \n",
       "11             130  \n",
       "15             129  \n",
       "35             129  \n",
       "482            129  \n",
       "239            129  \n",
       "13             129  \n",
       "49             129  \n",
       "21             129  \n",
       "10             129  \n",
       "8              129  \n",
       "515            129  \n",
       "6              129  \n",
       "53             129  \n",
       "4              129  \n",
       "1074           129  \n",
       "188            129  \n",
       "575            129  \n",
       "506            128  \n",
       "740            128  \n",
       "1613           128  \n",
       "591            128  \n",
       "1000           128  \n",
       "193            128  \n",
       "435            128  \n",
       "229            128  \n",
       "520            128  \n",
       "168            127  \n",
       "518            127  \n",
       "162            127  \n",
       "126            127  \n",
       "517            127  \n",
       "220            127  \n",
       "459            127  \n",
       "36             126  \n",
       "2041           126  \n",
       "4266           126  \n",
       "60             126  \n",
       "233            126  \n",
       "93             126  \n",
       "194            126  \n",
       "484            126  \n",
       "216            126  \n",
       "294            126  \n",
       "57             126  \n",
       "95             125  \n",
       "807            125  \n",
       "756            125  \n",
       "775            125  \n",
       "282            125  \n",
       "131            125  \n",
       "273            125  \n",
       "2162           125  \n",
       "167            125  \n",
       "656            125  \n",
       "391            125  \n",
       "1204           125  \n",
       "407            125  \n",
       "201            125  "
      ]
     },
     "execution_count": 389,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figproworkdf.sort_values(\"n_wiki_works\",ascending=False).head(59)[[\"characterLabel\",\"characterURL\",\"n_wiki\",\"n_wiki_works\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 407,
   "id": "48dbd87a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7288"
      ]
     },
     "execution_count": 407,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(set(workdf.work))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "id": "a69aa6ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "41202"
      ]
     },
     "execution_count": 408,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(workdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ec2f7adc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "966be96e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "id": "443da5ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>characterLabel</th>\n",
       "      <th>n_wiki</th>\n",
       "      <th>n_wiki_works</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>538</th>\n",
       "      <td>Superman</td>\n",
       "      <td>91</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2857</th>\n",
       "      <td>Santa Claus</td>\n",
       "      <td>90</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>Gilgamesh</td>\n",
       "      <td>79</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Harry Potter</td>\n",
       "      <td>76</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2849</th>\n",
       "      <td>Tarzan</td>\n",
       "      <td>70</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Ron Weasley</td>\n",
       "      <td>69</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Hermione Granger</td>\n",
       "      <td>69</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2160</th>\n",
       "      <td>Winnie the Pooh</td>\n",
       "      <td>69</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6390</th>\n",
       "      <td>Pandora</td>\n",
       "      <td>67</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        characterLabel  n_wiki  n_wiki_works\n",
       "337    Sherlock Holmes      95            92\n",
       "538           Superman      91            80\n",
       "2857       Santa Claus      90            30\n",
       "325          Gilgamesh      79            96\n",
       "14        Harry Potter      76           129\n",
       "2849            Tarzan      70            30\n",
       "10         Ron Weasley      69           129\n",
       "12    Hermione Granger      69           129\n",
       "2160   Winnie the Pooh      69            37\n",
       "6390           Pandora      67             0"
      ]
     },
     "execution_count": 390,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figproworkdf.sort_values(\"n_wiki_works\",ascending=False).reset_index(drop=True).sort_values(\"n_wiki\",ascending=False).head(10)[[\"characterLabel\",\"n_wiki\",\"n_wiki_works\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "id": "2fd5e6d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12    https://fr.wikipedia.org/wiki/Sherlock_Holmes\n",
       "Name: fr, dtype: object"
      ]
     },
     "execution_count": 391,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figdf[figdf[\"characterLabel\"] == \"Sherlock Holmes\"][\"fr\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 392,
   "id": "63f6b95d",
   "metadata": {},
   "outputs": [],
   "source": [
    "W = nx.Graph()\n",
    "cols = workdf.columns\n",
    "for i in range (0,len(workdf)):\n",
    "#for i in range (0,20):\n",
    "    for j in range(6,len(cols)):\n",
    "        #print(data.iloc[i, j])\n",
    "        if not workdf.iloc[i, j]==\"none\":\n",
    "            #print(\"char\",figdf.iloc[i, 1])\n",
    "            W.add_node(workdf.iloc[i, 1], cat=\"char\")\n",
    "            #print(\"wiki\",cols[j])\n",
    "            W.add_node(cols[j], cat=\"wiki\")\n",
    "            W.add_edge(workdf.iloc[i, 1],cols[j], value=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "id": "360a5900",
   "metadata": {},
   "outputs": [],
   "source": [
    "char_nodes_w = {n for n, d in W.nodes(data=True) if d[\"cat\"] == \"char\"}\n",
    "wiki_nodes_w = set(W) - char_nodes_w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "id": "895d67c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "char_close_w = Counter(bipartite.closeness_centrality(W,char_nodes_w))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "id": "d155eabe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('Q4119704', 0.9895489126258357),\n",
       " ('Q712548', 0.983652891299366),\n",
       " ('Q179641', 0.9835026349957993),\n",
       " ('Q187923', 0.9835026349957993),\n",
       " ('Q176132', 0.9835026349957993),\n",
       " ('Q174009', 0.9835026349957993),\n",
       " ('Q774644', 0.9835026349957993),\n",
       " ('Q173998', 0.9835026349957993),\n",
       " ('Q11910388', 0.9835026349957993),\n",
       " ('Q192179', 0.9835026349957993),\n",
       " ('Q3224418', 0.9835026349957993),\n",
       " ('Q177439', 0.9835026349957993),\n",
       " ('Q1258661', 0.9835026349957993),\n",
       " ('Q842178', 0.9835026349957993),\n",
       " ('Q3244512', 0.9835026349957993),\n",
       " ('Q4004524', 0.9835026349957993),\n",
       " ('Q190366', 0.9835026349957993),\n",
       " ('Q176772', 0.9835026349957993),\n",
       " ('Q5700415', 0.983352424589538),\n",
       " ('Q1254953', 0.983352424589538)]"
      ]
     },
     "execution_count": 395,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char_close_w.most_common(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "35332bcb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "id": "89171932",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/jw/6m8f748d0_59ckhj85g69cb40000gn/T/ipykernel_14608/3829709740.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  figproworkdf[\"closeness_centrality_works\"] = figproworkdf.characterID.apply(lambda x: char_close_w[x])\n"
     ]
    }
   ],
   "source": [
    "figproworkdf[\"closeness_centrality_works\"] = figproworkdf.characterID.apply(lambda x: char_close_w[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 401,
   "id": "4c42fa60",
   "metadata": {},
   "outputs": [
    {
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       "      <td>Talut</td>\n",
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       "      <td>http://www.wikidata.org/entity/Q712548</td>\n",
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       "      <th>10</th>\n",
       "      <td>Q176132</td>\n",
       "      <td>Lord Voldemort</td>\n",
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       "      <th>515</th>\n",
       "      <td>Q3224418</td>\n",
       "      <td>Vincent Crabbe</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3224418</td>\n",
       "      <td>9</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Q187923</td>\n",
       "      <td>Ginny Weasley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q187923</td>\n",
       "      <td>42</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5280</th>\n",
       "      <td>Q10364010</td>\n",
       "      <td>Roger Davies</td>\n",
       "      <td>http://www.wikidata.org/entity/Q10364010</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>119</td>\n",
       "      <td>0.982003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3270</th>\n",
       "      <td>Q2704239</td>\n",
       "      <td>Bertha Jorkins</td>\n",
       "      <td>http://www.wikidata.org/entity/Q2704239</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>3578</th>\n",
       "      <td>Q5738985</td>\n",
       "      <td>Cadmus Peverell</td>\n",
       "      <td>http://www.wikidata.org/entity/Q5738985</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>0.005525</td>\n",
       "      <td>0.551977</td>\n",
       "      <td>0.000000</td>\n",
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       "      <td>0.982003</td>\n",
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       "    <tr>\n",
       "      <th>3585</th>\n",
       "      <td>Q5709712</td>\n",
       "      <td>Astoria Greengrass</td>\n",
       "      <td>http://www.wikidata.org/entity/Q5709712</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>0.005525</td>\n",
       "      <td>0.508717</td>\n",
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       "      <th>3293</th>\n",
       "      <td>Q12507581</td>\n",
       "      <td>Rabastan Lestrange</td>\n",
       "      <td>http://www.wikidata.org/entity/Q12507581</td>\n",
       "      <td>1</td>\n",
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       "<p>250 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     characterID      characterLabel  \\\n",
       "804     Q4119704               Talut   \n",
       "11       Q712548    Albus Dumbledore   \n",
       "10       Q176132      Lord Voldemort   \n",
       "515     Q3224418      Vincent Crabbe   \n",
       "35       Q187923       Ginny Weasley   \n",
       "...          ...                 ...   \n",
       "5280   Q10364010        Roger Davies   \n",
       "3270    Q2704239      Bertha Jorkins   \n",
       "3578    Q5738985     Cadmus Peverell   \n",
       "3585    Q5709712  Astoria Greengrass   \n",
       "3293   Q12507581  Rabastan Lestrange   \n",
       "\n",
       "                                  characterURL  n_wiki  in_en_wiki  \\\n",
       "804    http://www.wikidata.org/entity/Q4119704       6        True   \n",
       "11      http://www.wikidata.org/entity/Q712548      64        True   \n",
       "10      http://www.wikidata.org/entity/Q176132      66        True   \n",
       "515    http://www.wikidata.org/entity/Q3224418       9       False   \n",
       "35      http://www.wikidata.org/entity/Q187923      42        True   \n",
       "...                                        ...     ...         ...   \n",
       "5280  http://www.wikidata.org/entity/Q10364010       0       False   \n",
       "3270   http://www.wikidata.org/entity/Q2704239       1       False   \n",
       "3578   http://www.wikidata.org/entity/Q5738985       1       False   \n",
       "3585   http://www.wikidata.org/entity/Q5709712       1       False   \n",
       "3293  http://www.wikidata.org/entity/Q12507581       1       False   \n",
       "\n",
       "      degree_centrality  closeness_centrality  between_centrality  \\\n",
       "804            0.033149              0.673359            0.000075   \n",
       "11             0.353591              0.962619            0.003007   \n",
       "10             0.364641              0.962619            0.003008   \n",
       "515            0.049724              0.596783            0.000057   \n",
       "35             0.232044              0.935113            0.002151   \n",
       "...                 ...                   ...                 ...   \n",
       "5280           0.000000              0.000000            0.000000   \n",
       "3270           0.005525              0.537129            0.000000   \n",
       "3578           0.005525              0.551977            0.000000   \n",
       "3585           0.005525              0.508717            0.000000   \n",
       "3293           0.005525              0.511145            0.000000   \n",
       "\n",
       "      n_wiki_works  closeness_centrality_works  \n",
       "804            169                    0.989549  \n",
       "11             130                    0.983653  \n",
       "10             129                    0.983503  \n",
       "515            129                    0.983503  \n",
       "35             129                    0.983503  \n",
       "...            ...                         ...  \n",
       "5280           119                    0.982003  \n",
       "3270           119                    0.982003  \n",
       "3578           119                    0.982003  \n",
       "3585           119                    0.982003  \n",
       "3293           119                    0.982003  \n",
       "\n",
       "[250 rows x 10 columns]"
      ]
     },
     "execution_count": 401,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figproworkdf.sort_values(\"closeness_centrality_works\",ascending=False).head(250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "id": "ced37cd4",
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
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       "      <td>Q79015</td>\n",
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       "      <td>80</td>\n",
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       "      <th>2</th>\n",
       "      <td>Q315796</td>\n",
       "      <td>Santa Claus</td>\n",
       "      <td>http://www.wikidata.org/entity/Q315796</td>\n",
       "      <td>90</td>\n",
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       "      <td>0.966171</td>\n",
       "      <td>0.005779</td>\n",
       "      <td>30</td>\n",
       "      <td>0.966234</td>\n",
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       "      <th>3</th>\n",
       "      <td>Q159709</td>\n",
       "      <td>Gilgamesh</td>\n",
       "      <td>http://www.wikidata.org/entity/Q159709</td>\n",
       "      <td>79</td>\n",
       "      <td>True</td>\n",
       "      <td>0.436464</td>\n",
       "      <td>0.969950</td>\n",
       "      <td>0.005233</td>\n",
       "      <td>96</td>\n",
       "      <td>0.978570</td>\n",
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       "      <th>4</th>\n",
       "      <td>Q3244512</td>\n",
       "      <td>Harry Potter</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3244512</td>\n",
       "      <td>76</td>\n",
       "      <td>True</td>\n",
       "      <td>0.419890</td>\n",
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       "      <td>0.004269</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>Q1503215</td>\n",
       "      <td>Allan Quatermain</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1503215</td>\n",
       "      <td>15</td>\n",
       "      <td>True</td>\n",
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       "      <td>0.858457</td>\n",
       "      <td>0.000776</td>\n",
       "      <td>36</td>\n",
       "      <td>0.968705</td>\n",
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       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>Q738817</td>\n",
       "      <td>Travis Mayweather</td>\n",
       "      <td>http://www.wikidata.org/entity/Q738817</td>\n",
       "      <td>15</td>\n",
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       "      <td>39</td>\n",
       "      <td>0.969289</td>\n",
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       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>Q51748</td>\n",
       "      <td>Mara Jade</td>\n",
       "      <td>http://www.wikidata.org/entity/Q51748</td>\n",
       "      <td>15</td>\n",
       "      <td>True</td>\n",
       "      <td>0.082873</td>\n",
       "      <td>0.832965</td>\n",
       "      <td>0.000777</td>\n",
       "      <td>16</td>\n",
       "      <td>0.955622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>Q23031</td>\n",
       "      <td>Khan Noonien Singh</td>\n",
       "      <td>http://www.wikidata.org/entity/Q23031</td>\n",
       "      <td>15</td>\n",
       "      <td>True</td>\n",
       "      <td>0.082873</td>\n",
       "      <td>0.874872</td>\n",
       "      <td>0.000887</td>\n",
       "      <td>48</td>\n",
       "      <td>0.970896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>Q1424762</td>\n",
       "      <td>Horatio Hornblower</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1424762</td>\n",
       "      <td>15</td>\n",
       "      <td>True</td>\n",
       "      <td>0.082873</td>\n",
       "      <td>0.901655</td>\n",
       "      <td>0.001001</td>\n",
       "      <td>12</td>\n",
       "      <td>0.951104</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>250 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    characterID      characterLabel                             characterURL  \\\n",
       "0         Q4653     Sherlock Holmes     http://www.wikidata.org/entity/Q4653   \n",
       "1        Q79015            Superman    http://www.wikidata.org/entity/Q79015   \n",
       "2       Q315796         Santa Claus   http://www.wikidata.org/entity/Q315796   \n",
       "3       Q159709           Gilgamesh   http://www.wikidata.org/entity/Q159709   \n",
       "4      Q3244512        Harry Potter  http://www.wikidata.org/entity/Q3244512   \n",
       "..          ...                 ...                                      ...   \n",
       "261    Q1503215    Allan Quatermain  http://www.wikidata.org/entity/Q1503215   \n",
       "262     Q738817   Travis Mayweather   http://www.wikidata.org/entity/Q738817   \n",
       "263      Q51748           Mara Jade    http://www.wikidata.org/entity/Q51748   \n",
       "264      Q23031  Khan Noonien Singh    http://www.wikidata.org/entity/Q23031   \n",
       "265    Q1424762  Horatio Hornblower  http://www.wikidata.org/entity/Q1424762   \n",
       "\n",
       "     n_wiki  in_en_wiki  degree_centrality  closeness_centrality  \\\n",
       "0        95        True           0.524862              0.980647   \n",
       "1        91        True           0.502762              0.980239   \n",
       "2        90        True           0.497238              0.966171   \n",
       "3        79        True           0.436464              0.969950   \n",
       "4        76        True           0.419890              0.975572   \n",
       "..      ...         ...                ...                   ...   \n",
       "261      15        True           0.082873              0.858457   \n",
       "262      15        True           0.082873              0.866667   \n",
       "263      15        True           0.082873              0.832965   \n",
       "264      15        True           0.082873              0.874872   \n",
       "265      15        True           0.082873              0.901655   \n",
       "\n",
       "     between_centrality  n_wiki_works  closeness_centrality_works  \n",
       "0              0.005796            92                    0.977975  \n",
       "1              0.005598            80                    0.976196  \n",
       "2              0.005779            30                    0.966234  \n",
       "3              0.005233            96                    0.978570  \n",
       "4              0.004269           129                    0.983503  \n",
       "..                  ...           ...                         ...  \n",
       "261            0.000776            36                    0.968705  \n",
       "262            0.000839            39                    0.969289  \n",
       "263            0.000777            16                    0.955622  \n",
       "264            0.000887            48                    0.970896  \n",
       "265            0.001001            12                    0.951104  \n",
       "\n",
       "[250 rows x 10 columns]"
      ]
     },
     "execution_count": 405,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figproworkdf.head(250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1d374fe7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "556ffbbe",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6c2ae0cd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c101c50",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 322,
   "id": "50837ece",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>workID</th>\n",
       "      <th>characterID</th>\n",
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       "      <th>characterLabel</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Q334132</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q334132</td>\n",
       "      <td>The Great Mouse Detective</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Great_Mouse_...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
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       "      <td>...</td>\n",
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       "      <td>https://yi.wikipedia.org/wiki/%D7%93%D7%A2%D7%...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E5%9B%9B%E7%AD%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Q192837</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q192837</td>\n",
       "      <td>Sherlock</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Sherlock_(TV_ser...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E7%A5%9E%E6%8E%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Q392147</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q392147</td>\n",
       "      <td>The Adventures of Sherlock Holmes</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Adventures_o...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E7%A6%8F%E5%B0%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>Q461026</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q461026</td>\n",
       "      <td>The Adventure of the Red-Headed League</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Red-Headed_L...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E5%A6%99%E5%A6%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Q480159</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q480159</td>\n",
       "      <td>Arsène Lupin contra Sherlock Holmes</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Ars%C3%A8ne_Lupi...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
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       "      <td>none</td>\n",
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       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E7%BA%A2%E5%8F%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Q45192</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q45192</td>\n",
       "      <td>Der Hund von Baskerville</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Hound_of_the...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E5%B7%B4%E6%96%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Q961957</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q961957</td>\n",
       "      <td>The Adventure of the Three Students</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Adventure_of...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E4%B8%89%E5%90%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Q1060471</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1060471</td>\n",
       "      <td>Das gesprenkelte Band</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Adventure_of...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>https://zh.wikipedia.org/wiki/%E8%8A%B1%E6%96%...</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Q1196648</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q1196648</td>\n",
       "      <td>Der Schatz der Agra</td>\n",
       "      <td>https://en.wikipedia.org/wiki/The_Treasures_of...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Q16028428</td>\n",
       "      <td>Q4653</td>\n",
       "      <td>http://www.wikidata.org/entity/Q4653</td>\n",
       "      <td>Sherlock Holmes</td>\n",
       "      <td>http://www.wikidata.org/entity/Q16028428</td>\n",
       "      <td>The Engineer's Thumb</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 327 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       workID characterID                          characterURL  \\\n",
       "85    Q334132       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "86    Q192837       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "87    Q392147       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "88    Q461026       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "89    Q480159       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "..        ...         ...                                   ...   \n",
       "60     Q45192       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "61    Q961957       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "62   Q1060471       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "63   Q1196648       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "64  Q16028428       Q4653  http://www.wikidata.org/entity/Q4653   \n",
       "\n",
       "     characterLabel                                      work  \\\n",
       "85  Sherlock Holmes    http://www.wikidata.org/entity/Q334132   \n",
       "86  Sherlock Holmes    http://www.wikidata.org/entity/Q192837   \n",
       "87  Sherlock Holmes    http://www.wikidata.org/entity/Q392147   \n",
       "88  Sherlock Holmes    http://www.wikidata.org/entity/Q461026   \n",
       "89  Sherlock Holmes    http://www.wikidata.org/entity/Q480159   \n",
       "..              ...                                       ...   \n",
       "60  Sherlock Holmes     http://www.wikidata.org/entity/Q45192   \n",
       "61  Sherlock Holmes    http://www.wikidata.org/entity/Q961957   \n",
       "62  Sherlock Holmes   http://www.wikidata.org/entity/Q1060471   \n",
       "63  Sherlock Holmes   http://www.wikidata.org/entity/Q1196648   \n",
       "64  Sherlock Holmes  http://www.wikidata.org/entity/Q16028428   \n",
       "\n",
       "                                 workLabel  \\\n",
       "85               The Great Mouse Detective   \n",
       "86                                Sherlock   \n",
       "87       The Adventures of Sherlock Holmes   \n",
       "88  The Adventure of the Red-Headed League   \n",
       "89     Arsène Lupin contra Sherlock Holmes   \n",
       "..                                     ...   \n",
       "60                Der Hund von Baskerville   \n",
       "61     The Adventure of the Three Students   \n",
       "62                   Das gesprenkelte Band   \n",
       "63                     Der Schatz der Agra   \n",
       "64                    The Engineer's Thumb   \n",
       "\n",
       "                                                   en    aa    ab   ace  ...  \\\n",
       "85  https://en.wikipedia.org/wiki/The_Great_Mouse_...  none  none  none  ...   \n",
       "86  https://en.wikipedia.org/wiki/Sherlock_(TV_ser...  none  none  none  ...   \n",
       "87  https://en.wikipedia.org/wiki/The_Adventures_o...  none  none  none  ...   \n",
       "88  https://en.wikipedia.org/wiki/The_Red-Headed_L...  none  none  none  ...   \n",
       "89  https://en.wikipedia.org/wiki/Ars%C3%A8ne_Lupi...  none  none  none  ...   \n",
       "..                                                ...   ...   ...   ...  ...   \n",
       "60  https://en.wikipedia.org/wiki/The_Hound_of_the...  none  none  none  ...   \n",
       "61  https://en.wikipedia.org/wiki/The_Adventure_of...  none  none  none  ...   \n",
       "62  https://en.wikipedia.org/wiki/The_Adventure_of...  none  none  none  ...   \n",
       "63  https://en.wikipedia.org/wiki/The_Treasures_of...  none  none  none  ...   \n",
       "64                                               none  none  none  none  ...   \n",
       "\n",
       "                                                  xmf  \\\n",
       "85  https://xmf.wikipedia.org/wiki/%E1%83%A8%E1%83...   \n",
       "86                                               none   \n",
       "87                                               none   \n",
       "88                                               none   \n",
       "89                                               none   \n",
       "..                                                ...   \n",
       "60                                               none   \n",
       "61                                               none   \n",
       "62                                               none   \n",
       "63                                               none   \n",
       "64                                               none   \n",
       "\n",
       "                                                   yi    yo    za   zea  \\\n",
       "85  https://yi.wikipedia.org/wiki/%D7%93%D7%A2%D7%...  none  none  none   \n",
       "86                                               none  none  none  none   \n",
       "87                                               none  none  none  none   \n",
       "88                                               none  none  none  none   \n",
       "89                                               none  none  none  none   \n",
       "..                                                ...   ...   ...   ...   \n",
       "60                                               none  none  none  none   \n",
       "61                                               none  none  none  none   \n",
       "62                                               none  none  none  none   \n",
       "63                                               none  none  none  none   \n",
       "64                                               none  none  none  none   \n",
       "\n",
       "   zh-classical zh-min-nan zh-yue  \\\n",
       "85         none       none   none   \n",
       "86         none       none   none   \n",
       "87         none       none   none   \n",
       "88         none       none   none   \n",
       "89         none       none   none   \n",
       "..          ...        ...    ...   \n",
       "60         none       none   none   \n",
       "61         none       none   none   \n",
       "62         none       none   none   \n",
       "63         none       none   none   \n",
       "64         none       none   none   \n",
       "\n",
       "                                                   zh    zu  \n",
       "85  https://zh.wikipedia.org/wiki/%E5%9B%9B%E7%AD%...  none  \n",
       "86  https://zh.wikipedia.org/wiki/%E7%A5%9E%E6%8E%...  none  \n",
       "87  https://zh.wikipedia.org/wiki/%E7%A6%8F%E5%B0%...  none  \n",
       "88  https://zh.wikipedia.org/wiki/%E5%A6%99%E5%A6%...  none  \n",
       "89  https://zh.wikipedia.org/wiki/%E7%BA%A2%E5%8F%...  none  \n",
       "..                                                ...   ...  \n",
       "60  https://zh.wikipedia.org/wiki/%E5%B7%B4%E6%96%...  none  \n",
       "61  https://zh.wikipedia.org/wiki/%E4%B8%89%E5%90%...  none  \n",
       "62  https://zh.wikipedia.org/wiki/%E8%8A%B1%E6%96%...  none  \n",
       "63                                               none  none  \n",
       "64                                               none  none  \n",
       "\n",
       "[70 rows x 327 columns]"
      ]
     },
     "execution_count": 322,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workdf[workdf[\"characterLabel\"] == \"Sherlock Holmes\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "id": "29d15337",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['fr']"
      ]
     },
     "execution_count": 324,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char2worklang[\"Q4653\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0ddcfef3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "acc5f5af",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "25f39c96",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 319,
   "id": "f829f840",
   "metadata": {},
   "outputs": [
    {
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       "      <th>0</th>\n",
       "      <td>Q4653</td>\n",
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       "      <th>2</th>\n",
       "      <td>Q315796</td>\n",
       "      <td>Santa Claus</td>\n",
       "      <td>http://www.wikidata.org/entity/Q315796</td>\n",
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       "      <td>Q159709</td>\n",
       "      <td>Gilgamesh</td>\n",
       "      <td>http://www.wikidata.org/entity/Q159709</td>\n",
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       "      <td>0.436464</td>\n",
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       "      <td>Q3244512</td>\n",
       "      <td>Harry Potter</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3244512</td>\n",
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       "      <th>7038</th>\n",
       "      <td>Q28656972</td>\n",
       "      <td>Davy Byrne</td>\n",
       "      <td>http://www.wikidata.org/entity/Q28656972</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7039</th>\n",
       "      <td>Q28656988</td>\n",
       "      <td>Nosey Flynn</td>\n",
       "      <td>http://www.wikidata.org/entity/Q28656988</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>7040</th>\n",
       "      <td>Q28657003</td>\n",
       "      <td>Dante Riordan</td>\n",
       "      <td>http://www.wikidata.org/entity/Q28657003</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>7041</th>\n",
       "      <td>Q63612224</td>\n",
       "      <td>Eugene Onegin</td>\n",
       "      <td>http://www.wikidata.org/entity/Q63612224</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
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       "    <tr>\n",
       "      <th>7042</th>\n",
       "      <td>Q15269000</td>\n",
       "      <td>Mr. Evans</td>\n",
       "      <td>http://www.wikidata.org/entity/Q15269000</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7043 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     characterID   characterLabel                              characterURL  \\\n",
       "0          Q4653  Sherlock Holmes      http://www.wikidata.org/entity/Q4653   \n",
       "1         Q79015         Superman     http://www.wikidata.org/entity/Q79015   \n",
       "2        Q315796      Santa Claus    http://www.wikidata.org/entity/Q315796   \n",
       "3        Q159709        Gilgamesh    http://www.wikidata.org/entity/Q159709   \n",
       "4       Q3244512     Harry Potter   http://www.wikidata.org/entity/Q3244512   \n",
       "...          ...              ...                                       ...   \n",
       "7038   Q28656972       Davy Byrne  http://www.wikidata.org/entity/Q28656972   \n",
       "7039   Q28656988      Nosey Flynn  http://www.wikidata.org/entity/Q28656988   \n",
       "7040   Q28657003    Dante Riordan  http://www.wikidata.org/entity/Q28657003   \n",
       "7041   Q63612224    Eugene Onegin  http://www.wikidata.org/entity/Q63612224   \n",
       "7042   Q15269000        Mr. Evans  http://www.wikidata.org/entity/Q15269000   \n",
       "\n",
       "      n_wiki  in_en_wiki  degree_centrality  closeness_centrality  \\\n",
       "0         95        True           0.524862              0.980647   \n",
       "1         91        True           0.502762              0.980239   \n",
       "2         90        True           0.497238              0.966171   \n",
       "3         79        True           0.436464              0.969950   \n",
       "4         76        True           0.419890              0.975572   \n",
       "...      ...         ...                ...                   ...   \n",
       "7038       0       False           0.000000              0.000000   \n",
       "7039       0       False           0.000000              0.000000   \n",
       "7040       0       False           0.000000              0.000000   \n",
       "7041       0       False           0.000000              0.000000   \n",
       "7042       0       False           0.000000              0.000000   \n",
       "\n",
       "      between_centrality  \n",
       "0               0.005796  \n",
       "1               0.005598  \n",
       "2               0.005779  \n",
       "3               0.005233  \n",
       "4               0.004269  \n",
       "...                  ...  \n",
       "7038            0.000000  \n",
       "7039            0.000000  \n",
       "7040            0.000000  \n",
       "7041            0.000000  \n",
       "7042            0.000000  \n",
       "\n",
       "[7043 rows x 8 columns]"
      ]
     },
     "execution_count": 319,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figprodf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "id": "676ce8e2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.023091365177475582"
      ]
     },
     "execution_count": 449,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bipartite.density(G,char_nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 450,
   "id": "621fa2d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.023091365177475582"
      ]
     },
     "execution_count": 450,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "bipartite.density(G,wiki_nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 452,
   "id": "fc512ecf",
   "metadata": {},
   "outputs": [],
   "source": [
    "Gtop = bipartite.projected_graph(G,char_nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 453,
   "id": "86a30afe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.3913646262694392"
      ]
     },
     "execution_count": 453,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.density(Gtop)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 456,
   "id": "61586bc6",
   "metadata": {},
   "outputs": [],
   "source": [
    "Gbottom = bipartite.projected_graph(G,wiki_nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 457,
   "id": "465e9071",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.616329036218539"
      ]
     },
     "execution_count": 457,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
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   ]
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  {
   "cell_type": "code",
   "execution_count": 459,
   "id": "e17dfc30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DegreeView({'udm': 14, 'bar': 108, 'gd': 97, 'el': 155, 'ie': 77, 'vep': 34, 'sq': 147, 'pt': 171, 'smn': 10, 'io': 102, 'sv': 176, 'lmo': 97, 'ur': 145, 'wuu': 159, 'az': 139, 'qu': 68, 'tl': 148, 'eu': 159, 'mg': 114, 'nl': 175, 'mzn': 68, 'vls': 46, 'am': 106, 'yi': 126, 'kk': 130, 'hi': 148, 'af': 131, 'tn': 68, 'new': 110, 'ban': 112, 'rue': 78, 'ms': 163, 'ti': 1, 'sw': 116, 'lij': 78, 'cs': 171, 'csb': 104, 'lfn': 100, 'war': 137, 'da': 167, 'tcy': 62, 'wa': 26, 'ce': 90, 'ceb': 107, 'gor': 62, 'mn': 107, 'hu': 159, 'cy': 137, 'frp': 47, 'sk': 142, 'pfl': 89, 'ba': 101, 'fy': 133, 'ug': 2, 'pnb': 116, 'or': 58, 'pa': 144, 'pl': 177, 'ps': 61, 'gv': 91, 'et': 157, 'jv': 139, 'za': 59, 'ang': 100, 'pms': 30, 'bjn': 62, 'it': 175, 'lb': 139, 'mhr': 34, 'bs': 139, 'hy': 166, 'chr': 92, 'ta': 147, 'vec': 113, 'ka': 160, 'sa': 63, 'cv': 128, 'gom': 62, 'sc': 105, 'zea': 76, 'eo': 167, 'lbe': 45, 'frr': 8, 'hak': 44, 'en': 178, 'ja': 175, 'azb': 81, 'ru': 177, 'ml': 148, 'gl': 154, 'bg': 165, 'vi': 165, 'an': 93, 'sr': 161, 'jbo': 41, 'my': 120, 'nap': 13, 'br': 157, 'mwl': 35, 'tt': 124, 'ckb': 131, 'fa': 169, 'mrj': 110, 'bxr': 85, 'hr': 157, 'lo': 89, 'ary': 44, 'scn': 127, 'sco': 129, 'arz': 126, 'nds': 76, 'ga': 138, 'cdo': 90, 'km': 29, 'olo': 53, 'ca': 171, 'oc': 137, 'ku': 118, 'se': 69, 'ro': 154, 'pam': 69, 'tr': 167, 'be-tarask': 128, 'nov': 38, 'as': 130, 'diq': 86, 'mni': 53, 'gu': 66, 'kn': 134, 'lt': 155, 'fi': 173, 'la': 160, 'szl': 61, 'mai': 112, 'sh': 159, 'bn': 155, 'ia': 120, 'lv': 147, 'ko': 172, 'mt': 94, 'bcl': 94, 'pcd': 40, 'hyw': 110, 'szy': 18, 'nah': 99, 'myv': 39, 'mr': 141, 'ast': 145, 'xmf': 113, 'pap': 23, 'sd': 62, 'he': 160, 'si': 128, 'ksh': 74, 'uk': 171, 'te': 136, 'sl': 152, 'fo': 124, 'tg': 108, 'ky': 110, 'nn': 149, 'is': 146, 'tyv': 57, 'lad': 45, 'ne': 97, 'mk': 143, 'zh': 175, 'ar': 170, 'uz': 136, 'th': 165, 'hsb': 112, 'bo': 66, 'id': 169, 'su': 112, 'be': 156, 'li': 94, 'es': 175, 'sah': 66, 'skr': 108, 'de': 174, 'fr': 174})"
      ]
     },
     "execution_count": 459,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.degree(Gbottom)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 461,
   "id": "aaef81ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "char_clustering = Counter(bipartite.clustering(G,char_nodes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 462,
   "id": "50360849",
   "metadata": {},
   "outputs": [],
   "source": [
    "figprodf[\"clustering\"] = figprodf.characterLabel.apply(lambda x: char_clustering[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 467,
   "id": "cdc40c03",
   "metadata": {},
   "outputs": [
    {
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       "      <th>12</th>\n",
       "      <td>Q185790</td>\n",
       "      <td>Arjuna</td>\n",
       "      <td>http://www.wikidata.org/entity/Q185790</td>\n",
       "      <td>63</td>\n",
       "      <td>True</td>\n",
       "      <td>0.348066</td>\n",
       "      <td>0.956756</td>\n",
       "      <td>0.006367</td>\n",
       "      <td>0.054440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Q170241</td>\n",
       "      <td>Tarzan</td>\n",
       "      <td>http://www.wikidata.org/entity/Q170241</td>\n",
       "      <td>70</td>\n",
       "      <td>True</td>\n",
       "      <td>0.386740</td>\n",
       "      <td>0.967957</td>\n",
       "      <td>0.004118</td>\n",
       "      <td>0.055297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Q173998</td>\n",
       "      <td>Ron Weasley</td>\n",
       "      <td>http://www.wikidata.org/entity/Q173998</td>\n",
       "      <td>69</td>\n",
       "      <td>True</td>\n",
       "      <td>0.381215</td>\n",
       "      <td>0.963603</td>\n",
       "      <td>0.003455</td>\n",
       "      <td>0.055904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Q188574</td>\n",
       "      <td>Winnie the Pooh</td>\n",
       "      <td>http://www.wikidata.org/entity/Q188574</td>\n",
       "      <td>69</td>\n",
       "      <td>True</td>\n",
       "      <td>0.381215</td>\n",
       "      <td>0.967361</td>\n",
       "      <td>0.004160</td>\n",
       "      <td>0.056101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Q174009</td>\n",
       "      <td>Hermione Granger</td>\n",
       "      <td>http://www.wikidata.org/entity/Q174009</td>\n",
       "      <td>69</td>\n",
       "      <td>True</td>\n",
       "      <td>0.381215</td>\n",
       "      <td>0.974563</td>\n",
       "      <td>0.003862</td>\n",
       "      <td>0.057287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Q176132</td>\n",
       "      <td>Lord Voldemort</td>\n",
       "      <td>http://www.wikidata.org/entity/Q176132</td>\n",
       "      <td>66</td>\n",
       "      <td>True</td>\n",
       "      <td>0.364641</td>\n",
       "      <td>0.962619</td>\n",
       "      <td>0.003008</td>\n",
       "      <td>0.058329</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Q131346</td>\n",
       "      <td>Pandora</td>\n",
       "      <td>http://www.wikidata.org/entity/Q131346</td>\n",
       "      <td>67</td>\n",
       "      <td>True</td>\n",
       "      <td>0.370166</td>\n",
       "      <td>0.965775</td>\n",
       "      <td>0.003694</td>\n",
       "      <td>0.058582</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Q712548</td>\n",
       "      <td>Albus Dumbledore</td>\n",
       "      <td>http://www.wikidata.org/entity/Q712548</td>\n",
       "      <td>64</td>\n",
       "      <td>True</td>\n",
       "      <td>0.353591</td>\n",
       "      <td>0.962619</td>\n",
       "      <td>0.003007</td>\n",
       "      <td>0.059851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Q6502703</td>\n",
       "      <td>Pinocchio</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6502703</td>\n",
       "      <td>54</td>\n",
       "      <td>True</td>\n",
       "      <td>0.298343</td>\n",
       "      <td>0.922663</td>\n",
       "      <td>0.002580</td>\n",
       "      <td>0.061544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>Q3631709</td>\n",
       "      <td>Shabari</td>\n",
       "      <td>http://www.wikidata.org/entity/Q3631709</td>\n",
       "      <td>14</td>\n",
       "      <td>True</td>\n",
       "      <td>0.077348</td>\n",
       "      <td>0.626621</td>\n",
       "      <td>0.000195</td>\n",
       "      <td>0.061776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Q107190</td>\n",
       "      <td>Peter Pan</td>\n",
       "      <td>http://www.wikidata.org/entity/Q107190</td>\n",
       "      <td>59</td>\n",
       "      <td>True</td>\n",
       "      <td>0.325967</td>\n",
       "      <td>0.964787</td>\n",
       "      <td>0.003026</td>\n",
       "      <td>0.062796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Q193461</td>\n",
       "      <td>Maitreya</td>\n",
       "      <td>http://www.wikidata.org/entity/Q193461</td>\n",
       "      <td>55</td>\n",
       "      <td>True</td>\n",
       "      <td>0.303867</td>\n",
       "      <td>0.957144</td>\n",
       "      <td>0.003159</td>\n",
       "      <td>0.063895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Q177439</td>\n",
       "      <td>Rubeus Hagrid</td>\n",
       "      <td>http://www.wikidata.org/entity/Q177439</td>\n",
       "      <td>57</td>\n",
       "      <td>True</td>\n",
       "      <td>0.314917</td>\n",
       "      <td>0.945241</td>\n",
       "      <td>0.002575</td>\n",
       "      <td>0.063910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Q176772</td>\n",
       "      <td>Severus Snape</td>\n",
       "      <td>http://www.wikidata.org/entity/Q176772</td>\n",
       "      <td>59</td>\n",
       "      <td>True</td>\n",
       "      <td>0.325967</td>\n",
       "      <td>0.971750</td>\n",
       "      <td>0.003413</td>\n",
       "      <td>0.064897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Q186422</td>\n",
       "      <td>Wolverine</td>\n",
       "      <td>http://www.wikidata.org/entity/Q186422</td>\n",
       "      <td>55</td>\n",
       "      <td>True</td>\n",
       "      <td>0.303867</td>\n",
       "      <td>0.960069</td>\n",
       "      <td>0.002936</td>\n",
       "      <td>0.066664</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    characterID    characterLabel                             characterURL  \\\n",
       "0         Q4653   Sherlock Holmes     http://www.wikidata.org/entity/Q4653   \n",
       "2       Q315796       Santa Claus   http://www.wikidata.org/entity/Q315796   \n",
       "1        Q79015          Superman    http://www.wikidata.org/entity/Q79015   \n",
       "3       Q159709         Gilgamesh   http://www.wikidata.org/entity/Q159709   \n",
       "4      Q3244512      Harry Potter  http://www.wikidata.org/entity/Q3244512   \n",
       "12      Q185790            Arjuna   http://www.wikidata.org/entity/Q185790   \n",
       "5       Q170241            Tarzan   http://www.wikidata.org/entity/Q170241   \n",
       "8       Q173998       Ron Weasley   http://www.wikidata.org/entity/Q173998   \n",
       "7       Q188574   Winnie the Pooh   http://www.wikidata.org/entity/Q188574   \n",
       "6       Q174009  Hermione Granger   http://www.wikidata.org/entity/Q174009   \n",
       "10      Q176132    Lord Voldemort   http://www.wikidata.org/entity/Q176132   \n",
       "9       Q131346           Pandora   http://www.wikidata.org/entity/Q131346   \n",
       "11      Q712548  Albus Dumbledore   http://www.wikidata.org/entity/Q712548   \n",
       "19     Q6502703         Pinocchio  http://www.wikidata.org/entity/Q6502703   \n",
       "293    Q3631709           Shabari  http://www.wikidata.org/entity/Q3631709   \n",
       "14      Q107190         Peter Pan   http://www.wikidata.org/entity/Q107190   \n",
       "17      Q193461          Maitreya   http://www.wikidata.org/entity/Q193461   \n",
       "15      Q177439     Rubeus Hagrid   http://www.wikidata.org/entity/Q177439   \n",
       "13      Q176772     Severus Snape   http://www.wikidata.org/entity/Q176772   \n",
       "18      Q186422         Wolverine   http://www.wikidata.org/entity/Q186422   \n",
       "\n",
       "     n_wiki  in_en_wiki  degree_centrality  closeness_centrality  \\\n",
       "0        95        True           0.524862              0.980647   \n",
       "2        90        True           0.497238              0.966171   \n",
       "1        91        True           0.502762              0.980239   \n",
       "3        79        True           0.436464              0.969950   \n",
       "4        76        True           0.419890              0.975572   \n",
       "12       63        True           0.348066              0.956756   \n",
       "5        70        True           0.386740              0.967957   \n",
       "8        69        True           0.381215              0.963603   \n",
       "7        69        True           0.381215              0.967361   \n",
       "6        69        True           0.381215              0.974563   \n",
       "10       66        True           0.364641              0.962619   \n",
       "9        67        True           0.370166              0.965775   \n",
       "11       64        True           0.353591              0.962619   \n",
       "19       54        True           0.298343              0.922663   \n",
       "293      14        True           0.077348              0.626621   \n",
       "14       59        True           0.325967              0.964787   \n",
       "17       55        True           0.303867              0.957144   \n",
       "15       57        True           0.314917              0.945241   \n",
       "13       59        True           0.325967              0.971750   \n",
       "18       55        True           0.303867              0.960069   \n",
       "\n",
       "     between_centrality  clustering  \n",
       "0              0.005796    0.042864  \n",
       "2              0.005779    0.043445  \n",
       "1              0.005598    0.044536  \n",
       "3              0.005233    0.049912  \n",
       "4              0.004269    0.052159  \n",
       "12             0.006367    0.054440  \n",
       "5              0.004118    0.055297  \n",
       "8              0.003455    0.055904  \n",
       "7              0.004160    0.056101  \n",
       "6              0.003862    0.057287  \n",
       "10             0.003008    0.058329  \n",
       "9              0.003694    0.058582  \n",
       "11             0.003007    0.059851  \n",
       "19             0.002580    0.061544  \n",
       "293            0.000195    0.061776  \n",
       "14             0.003026    0.062796  \n",
       "17             0.003159    0.063895  \n",
       "15             0.002575    0.063910  \n",
       "13             0.003413    0.064897  \n",
       "18             0.002936    0.066664  "
      ]
     },
     "execution_count": 467,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "figprodf[figprodf[\"n_wiki\"] > 10].sort_values(\"clustering\").head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 468,
   "id": "4dbc447d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'udm': 0.009254694109593736,\n",
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       "         'chr': 0.05534470384500373,\n",
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       "         'mr': 0.08055667760785605,\n",
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       "         'zh': 0.04402690451575586,\n",
       "         'ar': 0.07147330894487135,\n",
       "         'uz': 0.08061100322887241,\n",
       "         'th': 0.06385346996551505,\n",
       "         'hsb': 0.0774564727052893,\n",
       "         'bo': 0.03827707811812959,\n",
       "         'id': 0.07222724920481287,\n",
       "         'su': 0.08660812761527906,\n",
       "         'be': 0.08835893989662871,\n",
       "         'li': 0.05311531147268599,\n",
       "         'es': 0.047513246292797136,\n",
       "         'sah': 0.03230179433772616,\n",
       "         'skr': 0.07028439188703255,\n",
       "         'de': 0.06095908581680773,\n",
       "         'fr': 0.039834211524642164})"
      ]
     },
     "execution_count": 468,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(bipartite.clustering(G,wiki_nodes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 472,
   "id": "22f8ad81",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     characterID characterLabel                             characterURL  \\\n",
      "3235    Q3296719        Firenze  http://www.wikidata.org/entity/Q3296719   \n",
      "\n",
      "                                                     en    aa    ab   ace  \\\n",
      "3235  https://en.wikipedia.org/wiki/Firenze_(Harry_P...  none  none  none   \n",
      "\n",
      "       ady    af    ak  ...   xmf    yi    yo    za   zea zh-classical  \\\n",
      "3235  none  none  none  ...  none  none  none  none  none         none   \n",
      "\n",
      "     zh-min-nan zh-yue                                                 zh  \\\n",
      "3235       none   none  https://zh.wikipedia.org/wiki/%E7%BF%A1%E5%86%...   \n",
      "\n",
      "        zu  \n",
      "3235  none  \n",
      "\n",
      "[1 rows x 324 columns]\n"
     ]
    }
   ],
   "source": [
    "print(figdf[figdf.characterLabel == \"Firenze\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 474,
   "id": "3005a2a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>workID</th>\n",
       "      <th>characterID</th>\n",
       "      <th>characterURL</th>\n",
       "      <th>characterLabel</th>\n",
       "      <th>work</th>\n",
       "      <th>workLabel</th>\n",
       "      <th>en</th>\n",
       "      <th>aa</th>\n",
       "      <th>ab</th>\n",
       "      <th>ace</th>\n",
       "      <th>...</th>\n",
       "      <th>xmf</th>\n",
       "      <th>yi</th>\n",
       "      <th>yo</th>\n",
       "      <th>za</th>\n",
       "      <th>zea</th>\n",
       "      <th>zh-classical</th>\n",
       "      <th>zh-min-nan</th>\n",
       "      <th>zh-yue</th>\n",
       "      <th>zh</th>\n",
       "      <th>zu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q338305</td>\n",
       "      <td>Q6668</td>\n",
       "      <td>http://www.wikidata.org/entity/Q6668</td>\n",
       "      <td>Pippi Longstocking</td>\n",
       "      <td>http://www.wikidata.org/entity/Q338305</td>\n",
       "      <td>Pippi Goes on Board</td>\n",
       "      <td>https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>...</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 327 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    workID characterID                          characterURL  \\\n",
       "0  Q338305       Q6668  http://www.wikidata.org/entity/Q6668   \n",
       "\n",
       "       characterLabel                                    work  \\\n",
       "0  Pippi Longstocking  http://www.wikidata.org/entity/Q338305   \n",
       "\n",
       "             workLabel                                                 en  \\\n",
       "0  Pippi Goes on Board  https://en.wikipedia.org/wiki/Pippi_Goes_on_Bo...   \n",
       "\n",
       "     aa    ab   ace  ...   xmf    yi    yo    za   zea zh-classical  \\\n",
       "0  none  none  none  ...  none  none  none  none  none         none   \n",
       "\n",
       "  zh-min-nan zh-yue    zh    zu  \n",
       "0       none   none  none  none  \n",
       "\n",
       "[1 rows x 327 columns]"
      ]
     },
     "execution_count": 474,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workdf[workdf[\"work\"] == 'http://www.wikidata.org/entity/Q338305']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 478,
   "id": "8cb488c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    28\n",
       "dtype: int64"
      ]
     },
     "execution_count": 478,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workdf[workdf[\"work\"] == 'http://www.wikidata.org/entity/Q338305'].apply(lambda x: len([l for l in x[6:] if l != \"none\"]),axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c913ea96",
   "metadata": {},
   "outputs": [],
   "source": [
    "figproworkdf.characterID.apply(lambda x: len(set(char2worklang[x])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 477,
   "id": "5a28cb5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28"
      ]
     },
     "execution_count": 477,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(work2lang['http://www.wikidata.org/entity/Q338305'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 489,
   "id": "8a681af1",
   "metadata": {},
   "outputs": [],
   "source": [
    "rows = []\n",
    "for work in work2lang:\n",
    "    #print(work)\n",
    "    #print(work in work2lang,work in work2char)\n",
    "    rows.append((work,len(set(work2lang[work])),\n",
    "           len(set(work2char[work])),list(workdf[workdf[\"work\"] == work][\"workLabel\"])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 490,
   "id": "464d36a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "workprodf = pd.DataFrame(rows,columns=[\"work\",\"n_wiki\",\"n_char\",\"workLabel\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 495,
   "id": "aeb6d252",
   "metadata": {},
   "outputs": [],
   "source": [
    "workprodf = workprodf.sort_values(\"n_wiki\",ascending=False).reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 500,
   "id": "6728353d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>work</th>\n",
       "      <th>n_wiki</th>\n",
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       "      <th>workLabel</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>http://www.wikidata.org/entity/Q8337</td>\n",
       "      <td>120</td>\n",
       "      <td>261</td>\n",
       "      <td>[Harry Potter, Harry Potter, Harry Potter, Har...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>829</th>\n",
       "      <td>http://www.wikidata.org/entity/Q753535</td>\n",
       "      <td>28</td>\n",
       "      <td>167</td>\n",
       "      <td>[Jin Ping Mei, Jin Ping Mei, Jin Ping Mei, Jin...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>402</th>\n",
       "      <td>http://www.wikidata.org/entity/Q70827</td>\n",
       "      <td>43</td>\n",
       "      <td>154</td>\n",
       "      <td>[Water Margin, Water Margin, Die Räuber vom Li...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>http://www.wikidata.org/entity/Q4470</td>\n",
       "      <td>33</td>\n",
       "      <td>144</td>\n",
       "      <td>[Das Rad der Zeit, Das Rad der Zeit, Das Rad d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>http://www.wikidata.org/entity/Q8265</td>\n",
       "      <td>83</td>\n",
       "      <td>111</td>\n",
       "      <td>[Dream of the Red Chamber, Dream of the Red Ch...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>http://www.wikidata.org/entity/Q899334</td>\n",
       "      <td>31</td>\n",
       "      <td>95</td>\n",
       "      <td>[The Tin Drum, The Tin Drum, The Tin Drum, The...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1514</th>\n",
       "      <td>http://www.wikidata.org/entity/Q17229135</td>\n",
       "      <td>15</td>\n",
       "      <td>83</td>\n",
       "      <td>[Dungeon ni Deai o Motomeru no wa Machigatteir...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>http://www.wikidata.org/entity/Q6511</td>\n",
       "      <td>69</td>\n",
       "      <td>76</td>\n",
       "      <td>[Ulysses, Ulysses, Ulysses, Ulysses, Ulysses, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2363</th>\n",
       "      <td>http://www.wikidata.org/entity/Q1998865</td>\n",
       "      <td>7</td>\n",
       "      <td>74</td>\n",
       "      <td>[Shannara, Shannara, Shannara-Zyklus, Shannara...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1349</th>\n",
       "      <td>http://www.wikidata.org/entity/Q22100530</td>\n",
       "      <td>18</td>\n",
       "      <td>72</td>\n",
       "      <td>[That Time I Got Reincarnated as a Slime, That...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5479</th>\n",
       "      <td>http://www.wikidata.org/entity/Q61779948</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>[That Time I Got Reincarnated as a Slime, That...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>http://www.wikidata.org/entity/Q8269</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "      <td>[The Tale of Genji, The Tale of Genji, The Tal...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4141</th>\n",
       "      <td>http://www.wikidata.org/entity/Q61779950</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>[That Time I Got Reincarnated as a Slime, That...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>529</th>\n",
       "      <td>http://www.wikidata.org/entity/Q326909</td>\n",
       "      <td>38</td>\n",
       "      <td>67</td>\n",
       "      <td>[Buddenbrooks, Buddenbrooks, Buddenbrooks, Bud...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>631</th>\n",
       "      <td>http://www.wikidata.org/entity/Q50188</td>\n",
       "      <td>34</td>\n",
       "      <td>65</td>\n",
       "      <td>[La Comédie humaine, Die menschliche Komödie, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2358</th>\n",
       "      <td>http://www.wikidata.org/entity/Q21998264</td>\n",
       "      <td>7</td>\n",
       "      <td>63</td>\n",
       "      <td>[Star Trek Timelines, Star Trek Timelines, Sta...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>969</th>\n",
       "      <td>http://www.wikidata.org/entity/Q20718351</td>\n",
       "      <td>25</td>\n",
       "      <td>62</td>\n",
       "      <td>[Re:Zero − Starting Life in Another World, Re:...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>http://www.wikidata.org/entity/Q523076</td>\n",
       "      <td>49</td>\n",
       "      <td>61</td>\n",
       "      <td>[Little Women, Little Women, Little Women, Lit...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3657</th>\n",
       "      <td>http://www.wikidata.org/entity/Q3551232</td>\n",
       "      <td>3</td>\n",
       "      <td>57</td>\n",
       "      <td>[Foundation Universe, Foundation Universe, Fou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>http://www.wikidata.org/entity/Q11835640</td>\n",
       "      <td>49</td>\n",
       "      <td>53</td>\n",
       "      <td>[The Witcher, The Witcher, The Witcher, The Wi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>http://www.wikidata.org/entity/Q102235</td>\n",
       "      <td>128</td>\n",
       "      <td>52</td>\n",
       "      <td>[Harry Potter and the Order of the Phoenix, Ha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>http://www.wikidata.org/entity/Q70784</td>\n",
       "      <td>62</td>\n",
       "      <td>49</td>\n",
       "      <td>[Journey to the West, Journey to the West, Jou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5398</th>\n",
       "      <td>http://www.wikidata.org/entity/Q3790075</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>[Q3790075, Q3790075, Q3790075, Q3790075, Q3790...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>http://www.wikidata.org/entity/Q70806</td>\n",
       "      <td>51</td>\n",
       "      <td>46</td>\n",
       "      <td>[Die Geschichte der Drei Reiche, Die Geschicht...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576</th>\n",
       "      <td>http://www.wikidata.org/entity/Q463108</td>\n",
       "      <td>36</td>\n",
       "      <td>44</td>\n",
       "      <td>[The Neverending Story, The Neverending Story,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5472</th>\n",
       "      <td>http://www.wikidata.org/entity/Q106397102</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>[The Slime Diaries: That Time I Got Reincarnat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5440</th>\n",
       "      <td>http://www.wikidata.org/entity/Q106397101</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>[The Slime Diaries: That Time I Got Reincarnat...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>http://www.wikidata.org/entity/Q16438</td>\n",
       "      <td>61</td>\n",
       "      <td>41</td>\n",
       "      <td>[The Decameron, Decamerone, Decamerone, Decame...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>http://www.wikidata.org/entity/Q102225</td>\n",
       "      <td>130</td>\n",
       "      <td>40</td>\n",
       "      <td>[Harry Potter and the Goblet of Fire, Harry Po...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>http://www.wikidata.org/entity/Q102448</td>\n",
       "      <td>126</td>\n",
       "      <td>40</td>\n",
       "      <td>[Harry Potter and the Prisoner of Azkaban, Har...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           work  n_wiki  n_char  \\\n",
       "17         http://www.wikidata.org/entity/Q8337     120     261   \n",
       "829      http://www.wikidata.org/entity/Q753535      28     167   \n",
       "402       http://www.wikidata.org/entity/Q70827      43     154   \n",
       "650        http://www.wikidata.org/entity/Q4470      33     144   \n",
       "50         http://www.wikidata.org/entity/Q8265      83     111   \n",
       "730      http://www.wikidata.org/entity/Q899334      31      95   \n",
       "1514   http://www.wikidata.org/entity/Q17229135      15      83   \n",
       "110        http://www.wikidata.org/entity/Q6511      69      76   \n",
       "2363    http://www.wikidata.org/entity/Q1998865       7      74   \n",
       "1349   http://www.wikidata.org/entity/Q22100530      18      72   \n",
       "5479   http://www.wikidata.org/entity/Q61779948       1      71   \n",
       "57         http://www.wikidata.org/entity/Q8269      80      70   \n",
       "4141   http://www.wikidata.org/entity/Q61779950       2      69   \n",
       "529      http://www.wikidata.org/entity/Q326909      38      67   \n",
       "631       http://www.wikidata.org/entity/Q50188      34      65   \n",
       "2358   http://www.wikidata.org/entity/Q21998264       7      63   \n",
       "969    http://www.wikidata.org/entity/Q20718351      25      62   \n",
       "276      http://www.wikidata.org/entity/Q523076      49      61   \n",
       "3657    http://www.wikidata.org/entity/Q3551232       3      57   \n",
       "275    http://www.wikidata.org/entity/Q11835640      49      53   \n",
       "5        http://www.wikidata.org/entity/Q102235     128      52   \n",
       "162       http://www.wikidata.org/entity/Q70784      62      49   \n",
       "5398    http://www.wikidata.org/entity/Q3790075       1      47   \n",
       "253       http://www.wikidata.org/entity/Q70806      51      46   \n",
       "576      http://www.wikidata.org/entity/Q463108      36      44   \n",
       "5472  http://www.wikidata.org/entity/Q106397102       1      42   \n",
       "5440  http://www.wikidata.org/entity/Q106397101       1      42   \n",
       "168       http://www.wikidata.org/entity/Q16438      61      41   \n",
       "1        http://www.wikidata.org/entity/Q102225     130      40   \n",
       "7        http://www.wikidata.org/entity/Q102448     126      40   \n",
       "\n",
       "                                              workLabel  \n",
       "17    [Harry Potter, Harry Potter, Harry Potter, Har...  \n",
       "829   [Jin Ping Mei, Jin Ping Mei, Jin Ping Mei, Jin...  \n",
       "402   [Water Margin, Water Margin, Die Räuber vom Li...  \n",
       "650   [Das Rad der Zeit, Das Rad der Zeit, Das Rad d...  \n",
       "50    [Dream of the Red Chamber, Dream of the Red Ch...  \n",
       "730   [The Tin Drum, The Tin Drum, The Tin Drum, The...  \n",
       "1514  [Dungeon ni Deai o Motomeru no wa Machigatteir...  \n",
       "110   [Ulysses, Ulysses, Ulysses, Ulysses, Ulysses, ...  \n",
       "2363  [Shannara, Shannara, Shannara-Zyklus, Shannara...  \n",
       "1349  [That Time I Got Reincarnated as a Slime, That...  \n",
       "5479  [That Time I Got Reincarnated as a Slime, That...  \n",
       "57    [The Tale of Genji, The Tale of Genji, The Tal...  \n",
       "4141  [That Time I Got Reincarnated as a Slime, That...  \n",
       "529   [Buddenbrooks, Buddenbrooks, Buddenbrooks, Bud...  \n",
       "631   [La Comédie humaine, Die menschliche Komödie, ...  \n",
       "2358  [Star Trek Timelines, Star Trek Timelines, Sta...  \n",
       "969   [Re:Zero − Starting Life in Another World, Re:...  \n",
       "276   [Little Women, Little Women, Little Women, Lit...  \n",
       "3657  [Foundation Universe, Foundation Universe, Fou...  \n",
       "275   [The Witcher, The Witcher, The Witcher, The Wi...  \n",
       "5     [Harry Potter and the Order of the Phoenix, Ha...  \n",
       "162   [Journey to the West, Journey to the West, Jou...  \n",
       "5398  [Q3790075, Q3790075, Q3790075, Q3790075, Q3790...  \n",
       "253   [Die Geschichte der Drei Reiche, Die Geschicht...  \n",
       "576   [The Neverending Story, The Neverending Story,...  \n",
       "5472  [The Slime Diaries: That Time I Got Reincarnat...  \n",
       "5440  [The Slime Diaries: That Time I Got Reincarnat...  \n",
       "168   [The Decameron, Decamerone, Decamerone, Decame...  \n",
       "1     [Harry Potter and the Goblet of Fire, Harry Po...  \n",
       "7     [Harry Potter and the Prisoner of Azkaban, Har...  "
      ]
     },
     "execution_count": 500,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workprodf[workprodf.n_wiki > 0].sort_values(\"n_char\",ascending=False).head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 501,
   "id": "0c4f5b24",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>http://www.wikidata.org/entity/Q428</td>\n",
       "      <td>169</td>\n",
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       "      <td>[Koran]</td>\n",
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       "      <td>http://www.wikidata.org/entity/Q102225</td>\n",
       "      <td>130</td>\n",
       "      <td>40</td>\n",
       "      <td>[Harry Potter and the Goblet of Fire, Harry Po...</td>\n",
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       "      <td>http://www.wikidata.org/entity/Q80817</td>\n",
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       "      <td>[Harry Potter and the Order of the Phoenix, Ha...</td>\n",
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       "      <td>http://www.wikidata.org/entity/Q102244</td>\n",
       "      <td>129</td>\n",
       "      <td>39</td>\n",
       "      <td>[Harry Potter and the Chamber of Secrets, Harr...</td>\n",
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       "      <td>http://www.wikidata.org/entity/Q102438</td>\n",
       "      <td>129</td>\n",
       "      <td>34</td>\n",
       "      <td>[Harry Potter and the Philosopher's Stone, Har...</td>\n",
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       "      <td>http://www.wikidata.org/entity/Q102235</td>\n",
       "      <td>128</td>\n",
       "      <td>52</td>\n",
       "      <td>[Harry Potter and the Order of the Phoenix, Ha...</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>http://www.wikidata.org/entity/Q216930</td>\n",
       "      <td>128</td>\n",
       "      <td>40</td>\n",
       "      <td>[Harry Potter film series, Harry Potter film s...</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>http://www.wikidata.org/entity/Q102448</td>\n",
       "      <td>126</td>\n",
       "      <td>40</td>\n",
       "      <td>[Harry Potter and the Prisoner of Azkaban, Har...</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>http://www.wikidata.org/entity/Q161678</td>\n",
       "      <td>126</td>\n",
       "      <td>33</td>\n",
       "      <td>[Harry Potter and the Deathly Hallows – Part 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>http://www.wikidata.org/entity/Q232009</td>\n",
       "      <td>124</td>\n",
       "      <td>8</td>\n",
       "      <td>[Harry Potter und die Heiligtümer des Todes – ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>http://www.wikidata.org/entity/Q8276</td>\n",
       "      <td>124</td>\n",
       "      <td>1</td>\n",
       "      <td>[Mahabharata, Mahabharata]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>http://www.wikidata.org/entity/Q8275</td>\n",
       "      <td>124</td>\n",
       "      <td>3</td>\n",
       "      <td>[Iliad, Iliad, Iliad, Ilias, Ilias, Ilias]</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>http://www.wikidata.org/entity/Q161687</td>\n",
       "      <td>123</td>\n",
       "      <td>35</td>\n",
       "      <td>[Harry Potter and the Half-Blood Prince, Harry...</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>http://www.wikidata.org/entity/Q28124093</td>\n",
       "      <td>122</td>\n",
       "      <td>1</td>\n",
       "      <td>[Star Wars: Thrawn, Star Wars: Thrawn]</td>\n",
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       "      <th>14</th>\n",
       "      <td>http://www.wikidata.org/entity/Q462</td>\n",
       "      <td>122</td>\n",
       "      <td>3</td>\n",
       "      <td>[Star Wars, Star Wars, Star Wars]</td>\n",
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       "      <th>15</th>\n",
       "      <td>http://www.wikidata.org/entity/Q30093942</td>\n",
       "      <td>120</td>\n",
       "      <td>2</td>\n",
       "      <td>[Voldemort: Origins of the Heir, Voldemort: Or...</td>\n",
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       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>http://www.wikidata.org/entity/Q586299</td>\n",
       "      <td>120</td>\n",
       "      <td>33</td>\n",
       "      <td>[Pottermore, Pottermore, Pottermore, Pottermor...</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>http://www.wikidata.org/entity/Q8337</td>\n",
       "      <td>120</td>\n",
       "      <td>261</td>\n",
       "      <td>[Harry Potter, Harry Potter, Harry Potter, Har...</td>\n",
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       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>http://www.wikidata.org/entity/Q74287</td>\n",
       "      <td>118</td>\n",
       "      <td>8</td>\n",
       "      <td>[The Hobbit, The Hobbit, The Hobbit, The Hobbi...</td>\n",
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       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>http://www.wikidata.org/entity/Q209515</td>\n",
       "      <td>112</td>\n",
       "      <td>5</td>\n",
       "      <td>[Aladdin and the Wonderful Lamp, Aladdin and t...</td>\n",
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       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>http://www.wikidata.org/entity/Q58190302</td>\n",
       "      <td>111</td>\n",
       "      <td>3</td>\n",
       "      <td>[Ali Baba and the Forty Thieves, Ali Baba und ...</td>\n",
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       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>http://www.wikidata.org/entity/Q8258</td>\n",
       "      <td>110</td>\n",
       "      <td>9</td>\n",
       "      <td>[One Thousand and One Nights, One Thousand and...</td>\n",
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       "    <tr>\n",
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       "      <td>http://www.wikidata.org/entity/Q12343066</td>\n",
       "      <td>110</td>\n",
       "      <td>3</td>\n",
       "      <td>[The Thousand-and-Second Tale of Scheherazade,...</td>\n",
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       "    <tr>\n",
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       "      <td>http://www.wikidata.org/entity/Q208002</td>\n",
       "      <td>110</td>\n",
       "      <td>3</td>\n",
       "      <td>[The Fellowship of the Ring, The Fellowship of...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>http://www.wikidata.org/entity/Q7726949</td>\n",
       "      <td>109</td>\n",
       "      <td>12</td>\n",
       "      <td>[The Comical History of Don Quixote, The Comic...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>http://www.wikidata.org/entity/Q480</td>\n",
       "      <td>109</td>\n",
       "      <td>27</td>\n",
       "      <td>[Don Quixote, Don Quixote, Don Quixote, Don Qu...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2448770</td>\n",
       "      <td>109</td>\n",
       "      <td>1</td>\n",
       "      <td>[The History of Cardenio]</td>\n",
       "    </tr>\n",
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       "      <th>27</th>\n",
       "      <td>http://www.wikidata.org/entity/Q79762</td>\n",
       "      <td>107</td>\n",
       "      <td>10</td>\n",
       "      <td>[The Silmarillion, Das Silmarillion, Das Silma...</td>\n",
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       "      <td>http://www.wikidata.org/entity/Q16386722</td>\n",
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       "      <td>1</td>\n",
       "      <td>[Der Kleine Prinz]</td>\n",
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       "      <th>29</th>\n",
       "      <td>http://www.wikidata.org/entity/Q25338</td>\n",
       "      <td>105</td>\n",
       "      <td>2</td>\n",
       "      <td>[The Little Prince, The Little Prince, Der kle...</td>\n",
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      ],
      "text/plain": [
       "                                        work  n_wiki  n_char  \\\n",
       "0        http://www.wikidata.org/entity/Q428     169       1   \n",
       "1     http://www.wikidata.org/entity/Q102225     130      40   \n",
       "2      http://www.wikidata.org/entity/Q80817     129       7   \n",
       "3     http://www.wikidata.org/entity/Q102244     129      39   \n",
       "4     http://www.wikidata.org/entity/Q102438     129      34   \n",
       "5     http://www.wikidata.org/entity/Q102235     128      52   \n",
       "6     http://www.wikidata.org/entity/Q216930     128      40   \n",
       "7     http://www.wikidata.org/entity/Q102448     126      40   \n",
       "8     http://www.wikidata.org/entity/Q161678     126      33   \n",
       "9     http://www.wikidata.org/entity/Q232009     124       8   \n",
       "10      http://www.wikidata.org/entity/Q8276     124       1   \n",
       "11      http://www.wikidata.org/entity/Q8275     124       3   \n",
       "12    http://www.wikidata.org/entity/Q161687     123      35   \n",
       "13  http://www.wikidata.org/entity/Q28124093     122       1   \n",
       "14       http://www.wikidata.org/entity/Q462     122       3   \n",
       "15  http://www.wikidata.org/entity/Q30093942     120       2   \n",
       "16    http://www.wikidata.org/entity/Q586299     120      33   \n",
       "17      http://www.wikidata.org/entity/Q8337     120     261   \n",
       "18     http://www.wikidata.org/entity/Q74287     118       8   \n",
       "19    http://www.wikidata.org/entity/Q209515     112       5   \n",
       "20  http://www.wikidata.org/entity/Q58190302     111       3   \n",
       "21      http://www.wikidata.org/entity/Q8258     110       9   \n",
       "22  http://www.wikidata.org/entity/Q12343066     110       3   \n",
       "23    http://www.wikidata.org/entity/Q208002     110       3   \n",
       "24   http://www.wikidata.org/entity/Q7726949     109      12   \n",
       "25       http://www.wikidata.org/entity/Q480     109      27   \n",
       "26   http://www.wikidata.org/entity/Q2448770     109       1   \n",
       "27     http://www.wikidata.org/entity/Q79762     107      10   \n",
       "28  http://www.wikidata.org/entity/Q16386722     106       1   \n",
       "29     http://www.wikidata.org/entity/Q25338     105       2   \n",
       "\n",
       "                                            workLabel  \n",
       "0                                             [Koran]  \n",
       "1   [Harry Potter and the Goblet of Fire, Harry Po...  \n",
       "2   [Harry Potter and the Order of the Phoenix, Ha...  \n",
       "3   [Harry Potter and the Chamber of Secrets, Harr...  \n",
       "4   [Harry Potter and the Philosopher's Stone, Har...  \n",
       "5   [Harry Potter and the Order of the Phoenix, Ha...  \n",
       "6   [Harry Potter film series, Harry Potter film s...  \n",
       "7   [Harry Potter and the Prisoner of Azkaban, Har...  \n",
       "8   [Harry Potter and the Deathly Hallows – Part 1...  \n",
       "9   [Harry Potter und die Heiligtümer des Todes – ...  \n",
       "10                         [Mahabharata, Mahabharata]  \n",
       "11         [Iliad, Iliad, Iliad, Ilias, Ilias, Ilias]  \n",
       "12  [Harry Potter and the Half-Blood Prince, Harry...  \n",
       "13             [Star Wars: Thrawn, Star Wars: Thrawn]  \n",
       "14                  [Star Wars, Star Wars, Star Wars]  \n",
       "15  [Voldemort: Origins of the Heir, Voldemort: Or...  \n",
       "16  [Pottermore, Pottermore, Pottermore, Pottermor...  \n",
       "17  [Harry Potter, Harry Potter, Harry Potter, Har...  \n",
       "18  [The Hobbit, The Hobbit, The Hobbit, The Hobbi...  \n",
       "19  [Aladdin and the Wonderful Lamp, Aladdin and t...  \n",
       "20  [Ali Baba and the Forty Thieves, Ali Baba und ...  \n",
       "21  [One Thousand and One Nights, One Thousand and...  \n",
       "22  [The Thousand-and-Second Tale of Scheherazade,...  \n",
       "23  [The Fellowship of the Ring, The Fellowship of...  \n",
       "24  [The Comical History of Don Quixote, The Comic...  \n",
       "25  [Don Quixote, Don Quixote, Don Quixote, Don Qu...  \n",
       "26                          [The History of Cardenio]  \n",
       "27  [The Silmarillion, Das Silmarillion, Das Silma...  \n",
       "28                                 [Der Kleine Prinz]  \n",
       "29  [The Little Prince, The Little Prince, Der kle...  "
      ]
     },
     "execution_count": 501,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workprodf.head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 516,
   "id": "04def89e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_n_char_wiki(work):\n",
    "    langs = []\n",
    "    for char in work2char[work]:\n",
    "        langs += char2lang[char]\n",
    "    return len(set(langs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 517,
   "id": "d79f3534",
   "metadata": {},
   "outputs": [],
   "source": [
    "workprodf[\"n_char_wiki\"] = workprodf[\"work\"].apply(lambda x: get_n_char_wiki(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 522,
   "id": "6654b64d",
   "metadata": {},
   "outputs": [],
   "source": [
    "workprodf['prop_n_char_wiki'] = workprodf.n_char_wiki/workprodf.n_wiki"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1897f254",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 528,
   "id": "c783c069",
   "metadata": {},
   "outputs": [
    {
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       "      <td>http://www.wikidata.org/entity/Q11895326</td>\n",
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       "      <td>[Superman/Shazam!: The Return of Black Adam]</td>\n",
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       "      <td>[The Adventure of the Beryl Coronet]</td>\n",
       "      <td>95</td>\n",
       "      <td>0.136842</td>\n",
       "      <td>7.307692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1721</th>\n",
       "      <td>http://www.wikidata.org/entity/Q1201451</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>[The Adventure of the Copper Beeches]</td>\n",
       "      <td>95</td>\n",
       "      <td>0.136842</td>\n",
       "      <td>7.307692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1664</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2779056</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>[Justice League: The New Frontier]</td>\n",
       "      <td>91</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1583</th>\n",
       "      <td>http://www.wikidata.org/entity/Q1247457</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>[Sherlock Holmes and the Case of the Silk Stoc...</td>\n",
       "      <td>95</td>\n",
       "      <td>0.147368</td>\n",
       "      <td>6.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1597</th>\n",
       "      <td>http://www.wikidata.org/entity/Q1704645</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>[A Visit from St. Nicholas, A Visit from St. N...</td>\n",
       "      <td>90</td>\n",
       "      <td>0.155556</td>\n",
       "      <td>6.428571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1542</th>\n",
       "      <td>http://www.wikidata.org/entity/Q635933</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>[The Batman]</td>\n",
       "      <td>91</td>\n",
       "      <td>0.164835</td>\n",
       "      <td>6.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1547</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2650295</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>[Superman: Brainiac Attacks]</td>\n",
       "      <td>91</td>\n",
       "      <td>0.164835</td>\n",
       "      <td>6.066667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1534</th>\n",
       "      <td>http://www.wikidata.org/entity/Q1059703</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>[One Magic Christmas]</td>\n",
       "      <td>90</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2618211</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>[Superman: The Man of Steel, Superman: The Man...</td>\n",
       "      <td>91</td>\n",
       "      <td>0.175824</td>\n",
       "      <td>5.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2620599</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>[Justice League: Crisis on Two Earths]</td>\n",
       "      <td>91</td>\n",
       "      <td>0.175824</td>\n",
       "      <td>5.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>http://www.wikidata.org/entity/Q3504716</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>[Superman/Batman]</td>\n",
       "      <td>91</td>\n",
       "      <td>0.175824</td>\n",
       "      <td>5.687500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1488</th>\n",
       "      <td>http://www.wikidata.org/entity/Q7271157</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>[Queer Visitors from the Marvelous Land of Oz,...</td>\n",
       "      <td>90</td>\n",
       "      <td>0.177778</td>\n",
       "      <td>5.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1413</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2420223</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>[The Adventure of Wisteria Lodge, The Adventur...</td>\n",
       "      <td>95</td>\n",
       "      <td>0.178947</td>\n",
       "      <td>5.588235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1415</th>\n",
       "      <td>http://www.wikidata.org/entity/Q3235556</td>\n",
       "      <td>17</td>\n",
       "      <td>2</td>\n",
       "      <td>[The Adventure of the Six Napoleons, The Adven...</td>\n",
       "      <td>95</td>\n",
       "      <td>0.178947</td>\n",
       "      <td>5.588235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1412</th>\n",
       "      <td>http://www.wikidata.org/entity/Q106988306</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>[The Adventure of the Black Baronet, The Adven...</td>\n",
       "      <td>95</td>\n",
       "      <td>0.178947</td>\n",
       "      <td>5.588235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1368</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2608065</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>[The LEGO Movie]</td>\n",
       "      <td>91</td>\n",
       "      <td>0.186813</td>\n",
       "      <td>5.352941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1419</th>\n",
       "      <td>http://www.wikidata.org/entity/Q7643850</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>[Superman Returns: Fortress of Solitude, Super...</td>\n",
       "      <td>91</td>\n",
       "      <td>0.186813</td>\n",
       "      <td>5.352941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1338</th>\n",
       "      <td>http://www.wikidata.org/entity/Q15516580</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>[The Empty Hearse, The Empty Hearse, The Empty...</td>\n",
       "      <td>95</td>\n",
       "      <td>0.189474</td>\n",
       "      <td>5.277778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1337</th>\n",
       "      <td>http://www.wikidata.org/entity/Q4157189</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>[The Doctor's Case, The Doctor's Case, The Doc...</td>\n",
       "      <td>95</td>\n",
       "      <td>0.189474</td>\n",
       "      <td>5.277778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1345</th>\n",
       "      <td>http://www.wikidata.org/entity/Q7643829</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>[Superman, Superman]</td>\n",
       "      <td>91</td>\n",
       "      <td>0.197802</td>\n",
       "      <td>5.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1325</th>\n",
       "      <td>http://www.wikidata.org/entity/Q7643809</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>[Superman: Unbound]</td>\n",
       "      <td>91</td>\n",
       "      <td>0.197802</td>\n",
       "      <td>5.055556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1827</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2635988</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>[Spider-Man: Web of Shadows]</td>\n",
       "      <td>55</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1909</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2627580</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>[Marvel: Ultimate Alliance 2]</td>\n",
       "      <td>55</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1901</th>\n",
       "      <td>http://www.wikidata.org/entity/Q2583842</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>[Ultimate Spider-Man]</td>\n",
       "      <td>55</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1270</th>\n",
       "      <td>http://www.wikidata.org/entity/Q1194469</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>[The Hound of the Baskervilles, The Hound of t...</td>\n",
       "      <td>95</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           work  n_wiki  n_char  \\\n",
       "1888   http://www.wikidata.org/entity/Q11895326      11       1   \n",
       "1818   http://www.wikidata.org/entity/Q28221752      11       1   \n",
       "1750   http://www.wikidata.org/entity/Q27866060      12       1   \n",
       "1763    http://www.wikidata.org/entity/Q2709431      12       1   \n",
       "1772    http://www.wikidata.org/entity/Q2707472      12       1   \n",
       "1722    http://www.wikidata.org/entity/Q1201796      13       1   \n",
       "1721    http://www.wikidata.org/entity/Q1201451      13       1   \n",
       "1664    http://www.wikidata.org/entity/Q2779056      13       1   \n",
       "1583    http://www.wikidata.org/entity/Q1247457      14       3   \n",
       "1597    http://www.wikidata.org/entity/Q1704645      14       9   \n",
       "1542     http://www.wikidata.org/entity/Q635933      15       1   \n",
       "1547    http://www.wikidata.org/entity/Q2650295      15       1   \n",
       "1534    http://www.wikidata.org/entity/Q1059703      15       1   \n",
       "1442    http://www.wikidata.org/entity/Q2618211      16       1   \n",
       "1457    http://www.wikidata.org/entity/Q2620599      16       1   \n",
       "1450    http://www.wikidata.org/entity/Q3504716      16       1   \n",
       "1488    http://www.wikidata.org/entity/Q7271157      16       2   \n",
       "1413    http://www.wikidata.org/entity/Q2420223      17       4   \n",
       "1415    http://www.wikidata.org/entity/Q3235556      17       2   \n",
       "1412  http://www.wikidata.org/entity/Q106988306      17       3   \n",
       "1368    http://www.wikidata.org/entity/Q2608065      17       1   \n",
       "1419    http://www.wikidata.org/entity/Q7643850      17       1   \n",
       "1338   http://www.wikidata.org/entity/Q15516580      18       5   \n",
       "1337    http://www.wikidata.org/entity/Q4157189      18       3   \n",
       "1345    http://www.wikidata.org/entity/Q7643829      18       1   \n",
       "1325    http://www.wikidata.org/entity/Q7643809      18       1   \n",
       "1827    http://www.wikidata.org/entity/Q2635988      11       1   \n",
       "1909    http://www.wikidata.org/entity/Q2627580      11       1   \n",
       "1901    http://www.wikidata.org/entity/Q2583842      11       1   \n",
       "1270    http://www.wikidata.org/entity/Q1194469      19       2   \n",
       "\n",
       "                                              workLabel  n_char_wiki  \\\n",
       "1888       [Superman/Shazam!: The Return of Black Adam]           91   \n",
       "1818  [Old Santeclaus with Much Delight, Old Santecl...           90   \n",
       "1750                              [Justice League Dark]           91   \n",
       "1763                  [Batman: The Dark Knight Returns]           91   \n",
       "1772                 [Das Powerteam – Superman und Co.]           91   \n",
       "1722               [The Adventure of the Beryl Coronet]           95   \n",
       "1721              [The Adventure of the Copper Beeches]           95   \n",
       "1664                 [Justice League: The New Frontier]           91   \n",
       "1583  [Sherlock Holmes and the Case of the Silk Stoc...           95   \n",
       "1597  [A Visit from St. Nicholas, A Visit from St. N...           90   \n",
       "1542                                       [The Batman]           91   \n",
       "1547                       [Superman: Brainiac Attacks]           91   \n",
       "1534                              [One Magic Christmas]           90   \n",
       "1442  [Superman: The Man of Steel, Superman: The Man...           91   \n",
       "1457             [Justice League: Crisis on Two Earths]           91   \n",
       "1450                                  [Superman/Batman]           91   \n",
       "1488  [Queer Visitors from the Marvelous Land of Oz,...           90   \n",
       "1413  [The Adventure of Wisteria Lodge, The Adventur...           95   \n",
       "1415  [The Adventure of the Six Napoleons, The Adven...           95   \n",
       "1412  [The Adventure of the Black Baronet, The Adven...           95   \n",
       "1368                                   [The LEGO Movie]           91   \n",
       "1419  [Superman Returns: Fortress of Solitude, Super...           91   \n",
       "1338  [The Empty Hearse, The Empty Hearse, The Empty...           95   \n",
       "1337  [The Doctor's Case, The Doctor's Case, The Doc...           95   \n",
       "1345                               [Superman, Superman]           91   \n",
       "1325                                [Superman: Unbound]           91   \n",
       "1827                       [Spider-Man: Web of Shadows]           55   \n",
       "1909                      [Marvel: Ultimate Alliance 2]           55   \n",
       "1901                              [Ultimate Spider-Man]           55   \n",
       "1270  [The Hound of the Baskervilles, The Hound of t...           95   \n",
       "\n",
       "      prop_n_wiki_char  prop_n_char_wiki  \n",
       "1888          0.120879          8.272727  \n",
       "1818          0.122222          8.181818  \n",
       "1750          0.131868          7.583333  \n",
       "1763          0.131868          7.583333  \n",
       "1772          0.131868          7.583333  \n",
       "1722          0.136842          7.307692  \n",
       "1721          0.136842          7.307692  \n",
       "1664          0.142857          7.000000  \n",
       "1583          0.147368          6.785714  \n",
       "1597          0.155556          6.428571  \n",
       "1542          0.164835          6.066667  \n",
       "1547          0.164835          6.066667  \n",
       "1534          0.166667          6.000000  \n",
       "1442          0.175824          5.687500  \n",
       "1457          0.175824          5.687500  \n",
       "1450          0.175824          5.687500  \n",
       "1488          0.177778          5.625000  \n",
       "1413          0.178947          5.588235  \n",
       "1415          0.178947          5.588235  \n",
       "1412          0.178947          5.588235  \n",
       "1368          0.186813          5.352941  \n",
       "1419          0.186813          5.352941  \n",
       "1338          0.189474          5.277778  \n",
       "1337          0.189474          5.277778  \n",
       "1345          0.197802          5.055556  \n",
       "1325          0.197802          5.055556  \n",
       "1827          0.200000          5.000000  \n",
       "1909          0.200000          5.000000  \n",
       "1901          0.200000          5.000000  \n",
       "1270          0.200000          5.000000  "
      ]
     },
     "execution_count": 528,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "workprodf[workprodf.n_wiki > 10].sort_values(\"prop_n_char_wiki\",ascending=False).head(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7e3ee52e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5dc3e82c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e7248620",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 515,
   "id": "724d612a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56"
      ]
     },
     "execution_count": 515,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_n_char_wiki(\"http://www.wikidata.org/entity/Q332388\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4408f0e3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06f680a2",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ecedd203",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6d0ba82",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 503,
   "id": "dde90f6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Q6668': ['en',\n",
       "  'ar',\n",
       "  'ast',\n",
       "  'az',\n",
       "  'be',\n",
       "  'bg',\n",
       "  'br',\n",
       "  'bs',\n",
       "  'ca',\n",
       "  'cs',\n",
       "  'cv',\n",
       "  'da',\n",
       "  'de',\n",
       "  'el',\n",
       "  'eo',\n",
       "  'es',\n",
       "  'et',\n",
       "  'eu',\n",
       "  'fa',\n",
       "  'fi',\n",
       "  'fo',\n",
       "  'fr',\n",
       "  'fy',\n",
       "  'gl',\n",
       "  'he',\n",
       "  'hr',\n",
       "  'hu',\n",
       "  'hy',\n",
       "  'id',\n",
       "  'is',\n",
       "  'it',\n",
       "  'ja',\n",
       "  'ka',\n",
       "  'ko',\n",
       "  'lt',\n",
       "  'mk',\n",
       "  'nl',\n",
       "  'nn',\n",
       "  'olo',\n",
       "  'pl',\n",
       "  'pt',\n",
       "  'ru',\n",
       "  'sk',\n",
       "  'sl',\n",
       "  'sq',\n",
       "  'sr',\n",
       "  'sv',\n",
       "  'tr',\n",
       "  'uk',\n",
       "  'vec',\n",
       "  'vi',\n",
       "  'zh'],\n",
       " 'Q60702': ['en', 'ca', 'el', 'es', 'fi', 'fr', 'it', 'pl', 'ru', 'uk'],\n",
       " 'Q60685': ['en',\n",
       "  'ar',\n",
       "  'cs',\n",
       "  'da',\n",
       "  'es',\n",
       "  'fr',\n",
       "  'hr',\n",
       "  'it',\n",
       "  'nl',\n",
       "  'pl',\n",
       "  'ru',\n",
       "  'sh',\n",
       "  'sk',\n",
       "  'sv',\n",
       "  'uk'],\n",
       " 'Q55191': ['en',\n",
       "  'ca',\n",
       "  'cs',\n",
       "  'de',\n",
       "  'fr',\n",
       "  'he',\n",
       "  'hr',\n",
       "  'hu',\n",
       "  'it',\n",
       "  'ja',\n",
       "  'ka',\n",
       "  'nl',\n",
       "  'pl',\n",
       "  'pt',\n",
       "  'ro'],\n",
       " 'Q52310': ['en',\n",
       "  'ca',\n",
       "  'de',\n",
       "  'es',\n",
       "  'fa',\n",
       "  'fr',\n",
       "  'hu',\n",
       "  'it',\n",
       "  'ja',\n",
       "  'nl',\n",
       "  'pl',\n",
       "  'tr',\n",
       "  'uk'],\n",
       " 'Q51780': ['en',\n",
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       " 'Q51759': ['fi', 'fr', 'it', 'pt'],\n",
       " 'Q51748': ['en',\n",
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       " 'Q51745': ['en',\n",
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       " 'Q49352': ['en',\n",
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       " 'Q48853': ['en', 'es', 'it', 'la', 'pt', 'ru', 'scn'],\n",
       " 'Q48479': ['en',\n",
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       " 'Q46476': ['en',\n",
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       " 'Q46302': ['en',\n",
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       "  'wuu',\n",
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       " 'Q44681': ['en', 'az', 'fr', 'it', 'ru', 'tr', 'uk'],\n",
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       " 'Q699097': ['en', 'ca', 'ja', 'th', 'vi', 'zh'],\n",
       " 'Q6990232': ['en'],\n",
       " 'Q6986060': ['en'],\n",
       " 'Q698117': ['en', 'ja', 'ko', 'vi', 'wuu', 'zh'],\n",
       " 'Q69811131': ['ca'],\n",
       " 'Q6979063': ['en', 'et', 'nn'],\n",
       " 'Q6976634': ['en', 'et', 'nn'],\n",
       " 'Q6969870': ['en'],\n",
       " 'Q6968756': ['en'],\n",
       " 'Q6967705': ['en', 'pa', 'pt', 'ru'],\n",
       " 'Q6962564': ['en'],\n",
       " 'Q6958867': ['ku'],\n",
       " 'Q6944440': ['en', 'ko', 'vi', 'zh'],\n",
       " 'Q6944284': ['en', 'es'],\n",
       " 'Q69301933': ['ca'],\n",
       " 'Q6929887': ['en'],\n",
       " 'Q6929362': ['en'],\n",
       " 'Q6929261': ['en', 'da'],\n",
       " 'Q6928650': ['en'],\n",
       " 'Q6928540': ['en', 'pl'],\n",
       " 'Q6926011': ['en', 'az', 'ru'],\n",
       " 'Q692395': ['en', 'it', 'la'],\n",
       " 'Q6914729': ['en', 'pl'],\n",
       " 'Q69142098': ['ca'],\n",
       " ...}"
      ]
     },
     "execution_count": 503,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "char2lang"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f9273102",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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